{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Multimedia Security Experiment 7\n"
     ]
    }
   ],
   "source": [
    "print(\"Multimedia Security Experiment 7\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import myipf # 前面的实验编写的函数\n",
    "from matplotlib.gridspec import GridSpec\n",
    "#from mpl_toolkits.mplot3d.axes3d import Axes3D\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"] # 用来正常显示中文\n",
    "plt.rcParams[\"axes.unicode_minus\"]=False # 用来正常显示负号\n",
    "%config InlineBackend.figure_format = \"svg\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 图像插值\n",
    "采用原图的与缩放后的图几何中心进行缩放，缩小或放大图像能够取到原图的绝大部分像素值，同时索引不会溢出。\n",
    "每种插值选用0.5和0.25倍缩放查看效果，并对0.5倍缩放图像后再扩大2倍，再与图像进行比较，PSNR均大于32，可以看到双线性插值法相似度稍微高一些。\n",
    "最后使用OpenCV计算机视觉库中的resize()函数进行了0.5缩放和扩大2倍，PSNR比自己写的两中插值方法相差不大。\n",
    "\n",
    "我使用最近邻点法先2x再0.5x就会得到原图，因为这种方式扩大图像并没有丢弃原图的信息，但是缩小图像会有像素值丢失。\n",
    "\n",
    "双线性插值得到的2倍缩放亮度偏高，我想是因为双线性目标点的像素由原图的四个点决定，像素值会扩散，导致输出图像变亮。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = plt.imread(\"standard_test_images/lena_gray_256.tif\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "half_img = zoomByInterpolation(img, xratio=0.5, yratio=0.5, method=\"neighbor\");\n",
    "quarter_img = zoomByInterpolation(img, xratio=0.25, yratio=0.25, method=\"neighbor\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 最近邻点法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均方差： 31.9495849609375\n",
      "峰值信噪比： 33.08615140011844\n"
     ]
    },
    {
     "data": {
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       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Created with matplotlib (https://matplotlib.org/) -->\n",
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       " <defs>\n",
       "  <style type=\"text/css\">\n",
       "*{stroke-linecap:butt;stroke-linejoin:round;}\n",
       "  </style>\n",
       " </defs>\n",
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       "L 572.4 0 \n",
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       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g clip-path=\"url(#p0e096a8a82)\">\n",
       "    <image height=\"314\" id=\"imageb17398cf68\" transform=\"scale(1 -1)translate(0 -314)\" width=\"314\" x=\"7.2\" xlink:href=\"data:image/png;base64,\n",
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Zc3clx6lYLJqFohiKmwBLXpGCtvF43LA/XqsuiNuVIgeS80iLXS3ocrlsdCB1OdRC4/10qTXIQLiDAQRey+fQheO1xGzo+tIK8fv9Ni4cN8IP2i/Fhnl/q9VyWLT8O60XbZRXjqv2LRaL3YIdEtPS5/K9+hsDZlwf7XYb29vbqFarDhy9VqshFos5xotBH6VaUV54H8eLwULCDsDQzSV+SNeQ86wYOOef76MMcNyr1aqt22w2a9+xa9cuAAOqFmkzSkVptVoWfNMgIMnwnFsmIHAuuMYZDKOrzDmIRqPwM7pK09Tr9ZoLx4/QKAg7xN85oOoWceLURL/d5HISFNPTaJQSRdvttkWGNMpC4VASc6PRMFeVHxyNRrFnzx5cvXr1Fu5RPB63xQoMQPyNjQ0kEglzJ2u1Go4dO4alpSWsrKyYQi2Xyzh27JgJHwCcOnXKMJuzZ88CAD72sY/hBz/4Afbs2YMbN24YD29lZcUiscrnojLWBaKYGeeAiq/b7Vq2hpr54+Pj9nssFsPa2hqSyaT1NZlMGmZFHpbOjTvySqWhgQQuLo3Csb9KaqWCo1LigqbiaDQajmibYokKd5C068bdFHOi+8U+qAJn8EQDYFzwuhHTxdYFTRlVwNzr9Ro+6Q5W6BrQf2vf2AcyHhQ/vXz5sil29jcWizlcZ97vdsXpjlK2VZa4TnRuuZlXKhVbz1Q+9Xrd4WYrr5HvJIzi8/ls3THYx0grAHN5NbAIDGAan89n2T7AYH2FQiFEo1Eb82KxaBkclUrFvos8SBK6gYFybzab8JP4yI9IJpMIBoP2IA4soynuCBY/lpETVUQ6iAzzarSLYDWVGjBQSLS6QqGQQ/mQHEwlwMlQygqv9fl8uH79uiO6yN1Gd7xms4lSqYR0Om0R1kQiYROmAs4MjMXFRduxotEoXnvtNXzoQx/Cj3/8YwDAkSNHcP36dXQ6HXzyk58EMLDy9u/fjzNnzuDAgQO2O0UiEczPzyOTyeCVV14BALz55pu2M62vr5vSonCm02kbL2Itfr/fdtVoNIqVlRV4PB6jvnBcxsbGkM/nbewqlQrS6bQpAwW3qRBUyXDhs3GBM7DEBcDFoqRaKi+VEcoJ8Vr1DBiZdXsHVEy0UBiBZaqRylY4HHZgNgyGkRwLwEGFUlzXHYFm4yauSooWpMr37VgFxKfc6V6cXzdudurUqVuscEaIta/8Ds12oDKnN6U4I0nE/C0UCmFubs4yCcgKuHTpkgOfB4Y0Dt3U2u02otGoGSOUxUQigVgshomJCYd8rq2t2RhQqXW7XdRqNZTLZZMbWsRkBnBcVZnpd+nvHO92uw0/3Qny0EZGRm7ZybkAuJuqUFAYaTXQ1FQmMyeWQCkXGXc1tVA4Ifl83vL0AODQoUN48cUXHez1SCRigCyB+M3NTWQymVssIk4AMLRUKeDtdhuZTMbydQ8fPoxz584hFApZqtb09DROnz6N0dFR4+rxGZFIBJ1OB4uLiyYI09PT8Hq9lr/6n//5n+j3+0gmkyiXy+b6JpNJ7N+/H2+++SZ+8pOfABhkaEQiEWO/u/MZm82mIyuAC5pzqDmflUrF/ntjYwPXr19HLBbDHXfcYWNISywUCjkY8QTnOTduyhAwAKCDwaBF49kvPotuF+WAG5tGCJW/RZmju8e/UQ6o3EiH4XPpblE2qIgIUKtCCIfDjjQkyivlkIqK/EIFyDVYoOlmbo4or6VSUUtPx4FNeXiahXH9+vVbvB6uQY/Hc0vghM8Hhulv/Ca1vgj3EKI5cOAAZmdnkclk4Pf7DYYJhUJ4++23LQWU/SqVSmaZqzzw2ewXI6nJZNKRsjc1NYVyuQyfz2cKkAaOjmMkEjHYTNeBRmBpoNAQCofDpo/C4fDAEEgmk8hms2Y1MN2LmAWFhonBKmCtVguNRgOlUsmhRJh6ohrfPdn8jR9OhdTtdtFsNlGpVODz+SxnrlwuIxAIoFarmZXHtBZNjQoGgxYJJQ7A5/b7faTTaVu4mp7ijtoSS6IJzhQyuhLqkhw9ehSXL192uD8bGxv4/Oc/j29/+9s2roFAALt27UKr1TJ+3Wc+8xlcuHABb7zxhoO7tH//frzxxhvGxQKG+GO9XncQfvmd3EB2795tVkAoFDJhXlpaQiaTwfnz53H69GkTxGw2i927d5vVy+/XRG/OV7VaNXyIsqEuke7O3F01AseopQqukmkVuuDcqJWiFoDKEaEKjQyTt6myxo1CU62oCNWdVpnhfZxvWg5q7atl6yZDuxWSUpb0XdzI+H03btxAPp83bhn7QvYCLSBgCCl0u10Hfkv3MJfLOfiBbplPJpMYHR3FzMwM/H6/QVlU4leuXHHw4Hq9HnK5nIPEHI/HDSfjN3AedM1EIhGDG/L5/G0tXyq/TqeDdDptY85vpTXKhAGOYaVScbi5Xq8XhUJhJ+q603baTnvvN38kEnEk5XNX9Pv9pilpGZCpriYktbA7fciduqNkVTcwq0nmnU7HQPHx8XGz3hhBoikKDCyETCaD7e1tB4+I1pyCyEw30QgtrUw30ZKWHvlGwJDPtra25vguBbV3795t1zYaDSwvLxvnZ9euXdja2kI6nUalUsH09DSAQZrOxYsXLTACDHZcEqOVKEngv91uO4ixJG7zu1ZXVzE9PW2/M6DC8lKJRMLc7NXVVayvr2NlZQX79u0z3qBGuHVume6k403szh2hJJZFizQSiRjzXrMpCMQrX478J7d8kVOlblOlUnEUpuC7dZw0WMX/V2vN4/EYxqVRanVV2fhct7WneBL//3brg82Nz9HVZh/PnDljmDnHDxhYSYQcNK3KHVBiaiatXQ340RpkKqPCD+Fw2DGPR44cQTQaxZkzZwAMmAL8VlpZjPDT3adVuba2Zvgc3xUKhRzpmxrRZURVMWy6s+rRMNODcBCvXVxcdLjOJFb7SeajQmCdKh1gAvN0U5T8SKXoTuFR14Sgq6YQ8Xd3VI3YxcbGBg4cOOBgXpMhrR9Wq9XQ7XYduW28xuv12nfRhNfKDKxp1W63sby87Fg4dMlZ/snj8eDixYs2BjStR0ZG0OkManAxwtrv97F//34HPaZUKuHxxx/Hc889h9HRUVOKm5ubeOGFF7Bnzx588IMfBDBwJ0+dOmVmvwZUGN2lS023K5lMOgiiXPwKQnOsZmdnLV2tUCjgtddew9raGk6fPm0g9KFDh2yBqitGBaS5n1QGOt6kKSgm22w2HQpKAwQaiFA5uB2swA33drXzNLpKvEuj/nyem4SsilA3HP7mJierouT4/KpsIMU2NauCypXvYFYA33/27FmHq8trueD1WkZYiVvrM3UNsZ8kQVNRlstl64+S+iORiMkqy5BdunQJ7777Lvx+v607xQM12txoNCzVi+8fGxuzjUkZE71ez7B1zk2xWEQ2mzXiMb9boQwNjlKpKq7carXgT6fTiEQi1gmdWFpTCpDqxCrGprsIO6BgrQqcO6TublzcGn3p9/uYnp5GvV43JUPgU3GsbDaLcrmMcrnsYLQrv08jvEx1y+Vy9q6trS3E43E0Gg0DNRkRY1+oxNPpNDqdDhYWFmzwFR9jMGNmZgZbW1totVoYHR21zIqHHnoI2WwWhw8fNivv/PnzyOVyxsvSUD2Fh8JBrGN7e9tR16vRaKBcLiMej5v1NjMzg3g87gD30+k0PvKRj2BhYQGvv/664TBnzpzB7t27sWvXLrMkYrGYgfga5OEG5o4AcoNzewtqyVC+1CoEYAESUhXckXpNTKf3oHJIOVIZ5LVuigy9ACoJVSyKc7ElEgnrL+WBObgaCaW8q8ekTbFGXRtci4uLiwbGp1IpGwOWAHNz/mgJKdWLiot4OuD0ApSvyPXiznYIBALYv3+/yQYxs3fffdeeWSqVbK0kk0mHVdzvD3JiOa6sochNQyP16i3yuwqFAuLxuPWV60spZ7yWMqZrJh6Pw0/QmJNDsLlSqdjFrB6gkSEKiLqanATuYu60HdXcHAQ3SZL9Yc6aFhYg4KuBD/ZBCysyuquLjwuH9bmAgYVDoFhpFPF4HNvb24hGozZ55XLZIogKsPd6PVy9ehXr6+sWqer3+8a1UzLk+fPnMT09jdXVVbNKo9EoPvOZzyCfz1uFYrq2pOywv3T71MIKBAJWvFPD7LzW5xvW6+J4qnvEMZufn0c6ncazzz4LYJBaprsmx9sN2OvmoTmSXPAavCKFhMpPydjuXFW1eNx8M1We7APv1d/5bnfOM+DkuN2Og8Y+UJY0ukhlqfwt9kM3cp07dRtpSLiLR9Lreffdd228aCVTMQADy5jrRlOduMZ0s+C/1VoiNUSDBplMxtFvKjX2KZvNmiEwMTFhkeDnnnvOvp19oTzyuZVKxVGNmOsyGo06jCzdHDneTP1UegkDG9Fo1EF2p8zR0wNgSnInGLHTdtpOe883P1N3tFoBtaoSMgEnPwcYaFvWr+dv5XIZk5OTDmyBjHgAt7iqygjnO3w+H+LxOLa2thy1qliyRZ9LjJHvL5VKxrPRpONer2cuLy0iWhfZbBbr6+sOk12pMcDAGmKVilqtZhZZqVRCLpfD+Pi44zfWueMY1ut1jI2NodPp4FOf+pTtzvfeey/effddnD171na8/fv349FHH8U//uM/DhKShQbBnVOr9JKrpGRZWkmKbbRaLaysrGBiYsKRDsTrJycn8eEPfxgA8OyzzxqtQIHpqakph0VJ98MtG7Ts1b1yZzrwe5PJpMmdWl461+wvAXNigICz8g7fT6uWFBOlVtADUUuQ861lfzqdjlEVKL9KDeE4aNK8WpW08DRAoRaX9oHP6ff7ZtnTEiehX+sS8n5NmVP4hWNGsi8zT/g7S5hrDUNWH+n1ega5bG9vY2ZmBq1Wy66NRCK48847bbyAQaVs0jsYbGAfI5GIYy0QNiBtTcu800rlc0kMV/dfy5dpELFQKKBcLt9CZavX6/Cvrq4a5sBOMMrBj52amjJTVYWGBFG6uPwwXTz8TUmO6qbQfXVnUVAIOKkTExN47bXXMDY2ZmRbv9+PYrGIRCJhoH8ymcTy8rKREbmYstmsDTb7FYvFUC6XUa/XDZPjGGg1F/cEKN+LUdFwOIzr168DAB588EG88847DmJjoVDAnj17cOLECZRKJcv7O3v2LBYWFizrAhhEQpnDp9kG7I/2j2C/Rkc5brVaDblczhQwN4vbpXVx0RAqOHHiBF555RXU63ULsjA9R0nj/N3Nb9NUL8WyyK1TKEMj9Ap3UIH4/cMyTeSPUa44BvwGflev1zNyOd0vPlf5edqYMaFuLJW4urncbDSarK61bsQafOBvdKXVdaRCLBaLuHLlis0jA0qBQMDhPlO2lVvGzBllMNTrdTQaDcs0Aob5oUqw5ji6oZl6vW6bLb+BaXJ33HGHrS+ex9LvD+pDcmySyaQpVPa/UCjYfPDYBGCAfa6srDhcV75Xay2S48u54gYQDAZRq9UcG2+r1RpEXRcXF5FIJBzVO3khWf3uev0K/jWbTas/DwxDx27KCqkRukAUj9FdNBQKYWJiAhcuXLCBZOEB3eX5/0waBgbKa2RkxEBlZfDzJCItCsjJJnYFDKw3LhAV4ImJCdy8edOCFxTG6elp1Go1u//cuXO2m3ISHn/8cSSTSezevRuFQsGEec+ePbh8+TLm5uZsvP1+P95++21TFty14vG41d/TbANV6MAw95jkVp6JMTExMSBPysKlguSi01p/Bw8exJtvvmnKY21tDYlEwsaLzR1gUllREjLngmRbpZLwH7VeOcdq+dAaU+uP72Nf+P/ED924IlP71ErUYJPbauMGwe+jfLujrPwWd7aARo55H7E6DVz0ej2sr69bv0gUplWjtCjmcPK5jUbDgQcDMGwMGCoBjqHfPyhmwXuIyWraJzAsWDs5OenA5oPBIGKxGObn5wEA999/v82Vyief6U6lrFarCIfDRu4HhqRjxfiUOqXMEGbdaNoi8621xh2Vup/pW3TruDupViTQOU26AAAgAElEQVQTnkqOD2FUtFarOfLQGO3SkDyBXd1dOWAcHLZer4dUKoWtrS0LbVP5TE1NWdFLv9+PVCrlSOxttVq4efMmUqkURkZGzCqlZuchLgAcVVhU0VGAVIEkEglLWtbE79HRUbRaLQteUMDK5TKi0Sg++tGP2hjOz8+jUqng9ddfx4MPPggAeOedd3Ds2DFcv34dTz/9NADg0UcfvcUi5vfyG7SYJt0tBbxZXp0LAhgskEQiYTQdYECPoTXBCBcFZH5+HrlczqK2GxsbyGaziEQiDooDrXIFgam4FDDnN7l5aeol3I5vpoEttwXC72JftEDn7ThznDvN+OCmyHvcbri+g/Kr8+P+TdPYaP3/qoCJuzHfmdfSpQeGLisj8hr954avCflcrwzKKCc1EAggHo+borp27Rrm5uYsNZDfwEg7y7RzDAn60wgaHx/H7t27LSWQhgBPVRsfH3eksDFflaftcc6SyaSDGaGWmbrpLD6rVbcZcNQofbVaHeiiXzniO22n7bSd9h5p/mq1akROYOg/j46OOkLX3EGUxsAcOi2Z02q1zCLib/pvxUWouZUA6AaWuStHo1GMjIwgHo/j8uXL9i5WO9Fntlots/LUZKbbRjxPjyXM5/O2YzAf1uv12s7UbrftvErNt2VuIQ/VBWDnPzz66KOGX+7atQurq6toNBq477777AzZWCxmFtMTTzwBYEDIPHPmjDHgFfuKx+OOwAMZ7Zp8T0yEZr+WtVZWOb+LVScUt6LFc+TIEXN9Nzc3sbi4iGg06jh3UxPulVupssKmbrMCzvQCuBMzZ5JWi4L2xO8oG7RQlAZCTIt4Jq0JElrdliVxN30P3Xp1RzUAwUZXln3S8XZnfABwyLVaqK1WCydPnnSQgOnxKAxCS0aDeIQ5lENHHMsNwyQSCaTTaYyNjTmgimvXriEWiyGVStnc1Go1g30Ux+cYch2k02lMTEzYQdN6P4tOcI3TO+r1etjc3DT51uANG6vPKDmagSa3F8EDehS75Pr2k2uliooRMz0fUieDjSdzqYBQ4DQS6p5c/q5RRHVdOJD33HOPKQpGfVRRsn4Vk4Y5MBTiQqFgAH86nbasD54ZQbNccSr9Nh2DjY0Ni7i6a/N5vV489NBD+MUvfgFg4GZ/7GMfw8LCgrkGoVAIk5OTSCQSePvtt62kUzKZxPvf/36rrQUAV65cwdGjR3Hq1KlbCLYspc7xImapB5LoWNO1BwZCR5xPme+xWMzq+CsJl1ylBx54AADwwgsvoFAoYGNjwyqlaA08XbScWwLpwLAEF+eMMkf3Rje8YDBoLrkuYOJdlFM2RqLZf5LJWVxVYQDtJ9/F71VFxbWh48lgGuUcwC3/VtI8gFuUtLqx6ubm83kj03JueYKZRrDZV80AUDnRc1ao4DSdMZ1OI51OY3x83NYHN4br168bnMG56Xa7KBQKlh7IMdOxSiQSSKVSmJycdJR/AgZyRxI+WyaTQafTcRyNAAzWbyKRMMyd38a55/jSSOr3+w6+L1PCtDBuv9+HnwAeWyQSwcjICPx+v+E4DMmTbKuEX0ZltGoFd2cNqXMhaASKQqv5hJpFwZJG7Oz29rbjLAvuEtPT02Z1ELRkf27evAlgGDnmfcDQ+mT6lAL8rJRC4mQwGDRQVRUClfSBAwfwwgsvAADuuusuS1thtsPy8jL279+P//iP/8CZM2es8jAwyEIgQM7x/shHPoLFxUVL2QKACxcuWMVgPeiE46Oscm4g+XzeFlwqlTI8VNPdmIOoAQKNDBIn3bt3L86cOYNGo2GCxDFhYEorSbgpDKq4FMPleCtor1FWXeS02tQi0wOMOcfEMamstNoL2QOq8NRCdAc0VCHp2Riq/NjcRHn+Wy04zfnWPly4cMGCdsBgU0un09ja2rJSYHwGlT83Ylp+kUjE4cVwXFUxx2Ixq1bCsUulUvB6B4Vqb9686bCMy+WypR/yWjdpOh6PY2RkBLlcDlNTU47gSyKRsM0MGG6u7tp13MTL5bKtGyo85vGyqVFC+WUCgFbVZg6wn9pezdJqtYqJiQlH/ShlIesEMrVDgUJGSVQDU0jcuyM7rYx6/btGQllniu4DXVce0QgMU07cQsv83e3tbUfFXb5b3ayZmRmz4NgIhhLIp1LJZrPo9/v4yU9+Ytyiubk5LC8vo16v2yTMzMzgW9/6Fs6fP4/R0VETuosXL2J2dhalUskszUgkgu9973sYHx9HOBy2COeBAwdw6tQpR5SaVlI6nXYsUKU+UED1uDu1BHK5HCYmJtBsNh0RLEa0OC4HDx7EjRs3UCwWzfLa3NzE2NiYbRT8nfPo9XodedBUwtofRuXd1AxuehpdpDJUxQQMI4ma28ysAg0GKKTiprRw/NyQjWajuO8BnMUhNEih1+o73fQJYLBGLl265BgXWqXMyVYFRu+Gz+HfuJkBw5qAvV7PEWzTYh1UCFp8wev1mizSamMQDIDJiX5HIpHA2NgYCoWCo5S6z+ez9cbWaDSMpsQsD2CYUcGzjoGhAtcxZDYU16AestRut5HNZs1K5Hz4dWfiHzweD6LRqA1Is9lEuVw2y0eLZG5vb5sCAAbKg3meHAQqUgq+O/9QXVea6bQSac288847mJubw5kzZxy7ozudiZUXeLwa/8ZcvOnpaTsvllgaw9U8xyGfz9+SM0hyIgmJHOSZmRlcunTJxgwAXnzxRcshZdqNz+fDxYsXsWfPHly6dMlwxpGREbRaLRw8eNAKCF69ehV333037rrrLpw/f96E7oEHHsDLL79soX3AWWJchUPLSqsgJRIJFAoFRxVcrfXlJgPr2CYSCdx99924ePGi9TUej2NzcxPz8/OmHPlcN3GTGxD/ppFjKmflB6rSVHfSTcy9HV1CN0Pl8ulmoNarFujkgqJnosc48l7iX/pturkDQwWnbqVyFnX+aPGMjo6aQiEZn6R4XptKpeDxeBCPxx00ITfthV4IFTblk9CSsgpoIRPrJXandeVoxWcyGas2rvSYZDKJiYkJbG1tOc6QCAQCdnwox4/piMScAdhZKIqpEuLQNE9uijRO3IYTI7/AEMraibrutJ22097zzU9NrpEwRuLoMhFXKZfLaDab5goxSsZ0K2DI5+HfgSFewh1T+U/Uymrac1fmiWTAQNuTDEhzm9alWg50rd2WajqdxsbGBkqlksN10qiURruAgbWiSc+VSuWWnbtSqeDAgQNYWFgwc7nT6Vjpad7/X//1X7j//vvx4osvGhALDHCJBx98EI8//ji++tWvAoBFvX7605+i1+vhYx/72HDC/s864I4ZCAwO8fb5fAYWs74/I64KjpNczf4TTyGxk3NLPJY8PWBgNUxPT2N9fd2wE2IizBDRHV6jgmwMGrAvbMyOUFKqWqvKBTR3REBqjcTxN1qOShJnc5/Lyn6rO8gUQ8U0GYFVjEizhjTYwecqBKJ4o/5tbW0NsVgMu3fvNtz12rVrGBsbs4g4LTJak1pKjTg4+8v5Vq4f5Z4QlJLvien6/X5HbURCNu122yy6vXv3WkSY9zO6GQ6HkUwmzQshxplMJq3/zLRgahd5rVqWjGMwOjpqJZ3UKqbHprgyeZC6bq0EG10ATdlgxgGB+JmZGXMV+EF8iM/nQy6XMyzK6x2UAHKH5LnwlDWt9BJNI+OzWeuNk8N7NIrFSdeIDiOjBFH5m8czOCyXEUPWm9va2kKz2TRFxRO/AVj4PJ/PI5PJ2AlhWuf+6NGjWFxcdNBc1tfXkcvlHBkLzz//PCKRiJ2HAQDHjx/HI488grfffttM81qthqWlJcRiMTz88MN2YpjH48Hq6iqeeeYZu5Y4DAFuFToGCoiRKOWDc8Bc2Hw+j1Qq5Yjwuik+3W4XqVQKo6OjFuRhRgjdKxUwKiBVtPpMjrG6rDq3zIdVAimfqYqLi0axS16rZGKOoTv1i+6PRnp5PxkFKrN0PzVbggpY3WS6ru4x5N/0d87/7OysKYmpqSnE43ELBCoeBgwgIXVT6Uq6D+ehQlDlxY2Mz6TrrjgYx4CbDPteq9UwMjJyC3mb63BkZOSWw6ZV+ZDQTgyVLR6Pw+PxWG4uAIPMFFdmwIZ0MT0fAoCdmgYMoKFGozGw6NRC2d7eNpxN08LYKS27Q2xHK5IyWdcdfXJznziYSjPgb0x7GhkZwcLCAoDhUWZqPSornDSOVCqFcrlsQQf2izuALhrezxA6QeBoNGqDSyyK/LO1tTXHKVxbW1tWO18pLowScRIuXbqEaDSKhx9+GPl83pTXjRs3sLm56TixbGRkBPv378fBgwexZ88eK4VTrVbxiU98At///vdNSTA40263HVkNyq9SC1r5ZRy7RqOBSCRiJW3YFItk83gGJXsoVJubm9i7d6/xvFQO+H7F1whkaxRNCz1qEQbijkob4d+pyAFnMr8qFGaGqPKjotfIvJuWokrVHeHluzSKqTINODNZ3FQWxRiBYXbOm2++ib179yIUCtlGTAvJffoe+WMej8ehKNw8Onf5MTbNLFAOGr9LN2waKHpcIteSRs75TYz6qqVJTE2DHXyfykwqlTIeL7+jXq8jkUg4FDiZA9RHbvlmbUC2RCIxUHTuSBFTO5T4SBdIF0m1WrV8uv8vcjDNerpCunu7o0mkGrjd32azaQEKLkYOUq/Xs9xRv9+P6elpHDp0CIuLi6aoNAiiZnGpVLLQPSeYSkv7mkqlcNddd2FhYcEmlO87ffo0Dh48iGvXrtlEZLNZpFIp/OhHP7IJ/+M//mOMjo5ifX3dvnllZQWjo6OYnZ218V5ZWcHk5CTW1tYQDodtV3zxxRftEG0ukPHxcaMZ0AKPx+NIp9OWXO1eDFrlgsqMSllD9eSgKYnY5/NhcnLSLFIqynw+f0vVXwBWS4xjoBQSjfRzLDVQpe4rhZw8PPc30ZLSZ3Eu3YRdlQXKGJWaKj261/qbvkPv59ypu85N3K3sdGFyI8zlcpiZmUE0GrVvIzeN1poGWuhdaU4wn8tv1wIWdD/ZSO1QVoLH47FgoMIG09PTDteTLrduYvzd6/UiHo87Cgho/TxgsJFXq1VHAV32kTLHIB45k7oxUcEz71n5vu122+pZAkMPdScYsdN22k57zzc/sxvU1CMgqRYd3Vs1azudjll0ypWiBlfyJ81vtfT432rVaXibzwcGu8Xly5etdDowPPNRj56Lx+O4dOkSisWi0UUAWGoKCYm8lqFrhtMBGC9Pd8BAIICTJ0+a+8XvnZ2dxdLSEqrVqhFrFxcXMTMzg4sXL5r1ed9992FxcRE/+tGPMDY2ZhbKiRMncO3aNZTLZStWcM8992BkZAQTExP4/ve/7yhL/eSTT1rqGgDjN66vr9tYzc/PmzvupjYAw7M2gcGuv729bXQD/t7tdq2MO608uv2hUMjGa3V11WrxaWocAzHqOrkzbNzpVFrpWuWDOB0wrF2nVhTdXMWBgCHcoGcBu0nrAByuDi04yhe/WakwlAelqtBy01QrN8bJb1Uri0n8hFpGRkZsvjKZjFkmbuuM7qee78t3qlWtwR21LBmQcLvs7C/nanJyEnv27HG46myK7dNjI/WJcpDL5RwUGH4LK7IQNweGB8fTS6AM6HoDhhZtIpFwHEhPSpJWYyZp3a/ANSey0+kgkUg4IlicII1m9nqDsjKMTlE4KAQcGJrwKly8H4BDofB929vbSKfThjtRaDX3U8vKsBFYrlQquHTpkjGs9bQhJY8yUlOtVm3xLi8vG5DN39LpNK5evWrjoITcTqeD1dVVHD582Prfbrfxxhtv4P3vf79Nbi6Xw3333WeYGDAIWjAf8PHHH7eJHBkZwVtvvYUzZ85Y1PWVV14xDEThA5/PZ6k8wEBoFxcXkc1m0e127W+NRgNbW1sOgjaB6VarZfX5gCHbPJVK2XhTISh7n6eCMf9S3Su3i6jNnfNMGdF+cfEQzuA3EHRXErEuasqGBjs0ewJwKhxgyI1jIA0Ysgq0ca1oRJ3P0iAE73c3KhMq3CeffNK+i/cqpqhEXvaFmJdu0MSjlcHAVDFml2gElmOkrqdGvnly3MzMDLLZrCOwo4FBNnL1OF/qThIS0Mo2lGE3p5PBNdZr3NrauiVQotCWbuSUT43QUu/4iXm4cxzVSiLxEBhoZS6GRqOBdDpt2BDv191BX8Zns3GyVWiAoeCy8CQb8QM9wrDZbDoElrtFu91GIpHA0tISgCE5mBEsDgwwyJltt9sO3EsPC+KE8Zs0nSWXy6HfH1Rx5TccPnzYERkFBvSBsbExbG1tYWZmBsvLywCAO++8E7FYDFeuXLEx5kQ+9dRT8HqHRQi63a7RWXj03PLyMvbs2ePAKprNJu644w7kcjm8733vM2X/7LPP2mLkM4vFIkqlEsbHxx0Mdo4NTx0DhuTbYDBolAAqSW5EOl/AQKg1yAMMA06av0pZUOyNlpviU4x4unOA3cEKTUPUqrvskzLteT37T3niBq/KTmkzlGVNhdLA3u2CbVQI3FzPnTsHAJYFo6lWGsEdGRlxUHrYL15LSsbtyP8cMzYqAw2gEaekIuf8JpNJK9yghWmV/O1+VzAYtDUWj8eN/aDlmEgx4QYJDHRLv99HKpUyHJ2W4dbWliPHPBaL3VbhUla4OSQSiYFnw4/kQMTjcUxNTTlcV/0QrVARCoVsJ1Fe1+2iUkzC1iggJ8gNFhNY1Q+IRqPIZrO4ceOG/VYul62YpBsUZVURvosnnpNtDgzMci6sra0tu5b8oGKxaIMZiUSQTCbNjOYEt1otR0FOABZa37dvnyX6040eHR1FJpOxqr3xeBxXrlxBOBzGyMgIAODdd9/F5uamIyDAeeIJSFqEMJVKIZ1OW8bHI488ggcffBA//elP0W638YMf/ADAsBJELBazMeh2B1WFSRHid5GhrpWXCQD7fD77xkgkgps3b1oKkB5pRwhD07I4vsp0ZxRNI2icR8oPZYHX0dXmdVz8KnPKDdUNFnAqJC5Yjo2yBfg35dm5mfgcRzd1hQaEejJKc7lx44aD8uGuoKLGwu0i08r/Y3RZLTrlAwLOdDNuNKqs+T66oAAcASndADgXuglQ4TO/FRgqOjVIqGj5DE1DI0VICxNQmVP50cplJJaBC3qcKkcMUPj5cdz1GMnQAeJpVhwc3QVarZYDx6GZ6RYkVqbgbs5GQqE+kx0sFAq49957AQzcNvKGaHmEQiHkcjmLFvFjuYDC4bBZLgsLC2YdcBDGxsbQaDTsiEQ+Y2trC8lk0urfA8MzSWlN0FWvVqvYt2+fg4dHbGVzc9PGIJ/PIxKJIJvNIhQK4dd//dcBDCymO++8E2tra3jnnXesXz/+8Y8t7YxKcWpqCrOzsyiXy/jTP/1TGyeOO08h297exg9/+EOLKFPwWW6HIXsKMs8QSKVSpgDp3rpdIb/f71h03JGJByr/iYtDXTzibW7cjBE8pZdQqeqc0WLQ5yoOpmc/ALemsXEjditFpUCpQlFFwL6qVcbf3Ngcn8vmVtrdbhc///nP7bnVatXhAfFaRoOZ78rvvd3z3VQSrUSktCyOKQsvcFx0vjQ1TOWMjQpROZIcUy3MOjIy4sgNB4YuMjdSPptQlOKfehKfJgpUq1XDM/k7oQ8qV/7m9e6kgO20nbbT/n/Q/DTFlTzp9XoxMTFxC3gJ3KrZuQu4z7bUHY7Pp5nOnYjWgu6OtPiYLcFgBKOpyWTS3CNiGFojT88K9Xq9VhSgVqtZYj+B1mAwiM3NTcvAoBm+ubkJv9+Pe++919JeKpUKSqUSwuGwHY4NDKw3kn3pOs7NzWF8fBwbGxsGFjMSxOwBjV7XajWHlbiwsIBPfOITiMViOH78uFW1+P3f/32kUim89dZbVqwTAH784x9jz549hkfW63Vks1nk83lEo1Fzm69evYpEImF4GueC36JVQljjj64yn8uxpaVD956cMD6LJE+3BU+XU+WDMuSOLPZ6PUftPcoHMTJ1zRgld2OEbkK7Vj7RfrFPjUbDUfpI5ZLXqfXCvrpTxzhO6uoCw8BLsVi0k9Z4rRv34lrkXHCNEgJSyIekXlrhnEP2jbUY+VxGtDm3dAvpvlM+1fqllaXRWm281ufzmdxnMhnk83nH4dQcBzefkgVgtZgroZVyuewYK1r/nU7HcW4xv08jvM1mE35iAlrCh1VK2Ah060nfFCI94BkYmtsaGSQOp4fs8MPo4roXUSgUws2bN03RdTodjIyMIJFI2AfpCUgUcAZXgAHrnO6g3+/HkSNHcPr0aVNerODLqKcCmMQJb0e+1DS4Wq2G+fl5qynHd21tbSEYDJqSCQaDuOuuuxCPx1EqlQxYnpqaQjQaRSwWs2PugMGRh7zv4x//OICB+/7LX/4Sr776qo3hI488gk5nUHeOippHIK6srCAYDFq6FjcGxUlVkIvFokVoVRDd1WZ07FmDDBhsBpxj0jQUB6JCZCBBFx7nX6uOsFyPG7/ldZRHVu5QN5suKmVMgxRUEEryJYSi1ArKFWWa40II5HapZHwOG+dJMcJeb1C94+zZs47ABXOGtQSX4k0cWxoOGqRhvxXX42bPTUUxSypgHUNN9dKSTNyA2Vd3kgEb3X5lWGQyGeRyOTQaDQvAEbuNRCKO808YaXdX0PF6vY4CsjSaGJhkX2OxmOXiaxaF3+8fYnS6SBWL4iBQuNw8JbKr+WDuznqYBgWEE+SuuKq7IyNJXCCcXPr5iUTC4ZNzJyKQz9Ptyc/j/7Ms+Oc//3n8/Oc/BwBcvnwZDzzwAF599VW0220Hhywej6NYLNoY1Ot1JJNJO3hD8RgqEn7X0tIS/P5B2aCHHnoIAOyoxVdeeQWzs7OmrGdmZix6zWtJ6Wg2m7h8+bIdWDI/P4/vfOc7jtSbF154Affeey/W19fNUi0UCtje3kYqlUK/37fNguOglgp3amKrmi9YKpUwPT3tsPa5CLiYRkdHDR+KxWIO/EirC/N+YjNqubgZ+tpIJ1I6DzBYANzJ+S0akGIdPQL2avmoZcJr+e1UkJQvWmDqnbjTwoi7qQLSsdU1Q4X85ptvOhQoMVHNaWXZJkYt+VwC8e5iA9Vq9ZagCy1dVb5sxO443/SOlJ+n+KqbEuRO3eScajAjFothfHzcIYN8LhWWbngszkCrmkEeraZMw4kJ/WpA0drVTJpQKDRIAbud68iP0U5R43IXoULix7Gz1LQcrFgs5ojY6AC5eUoEoLkraE28TqeDjY0NB9WFxyDSbVRXIRwOOyyy559/Hvfccw++8IUvAACeeuop4wsWCgVHniZzR3kEId+3ubnpMJc5Zj6fz0LydG15rioA7N69G0899ZQtBK0nxzEl4bher+Pb3/42nnjiCXz/+983ITlx4gT+5E/+BPV63SzFL33pS1bbjn2lQmq1WshkMg4OWjqdtlOd2ChYkUjELHPy0Eqlkrkh6pq4XV/KhptmweAFx1U3DiX8qgzxuRqJdbuQbuWhSodNCcl8r6b18f1c4Fyo+m20bNWS1O9mn+gmKp2E/VJFSQvr29/+tqOoKbmYmUzGlJ/y2pjXyecqaZzfwAgpLRy66T6fz3GYO48U5DXu8VSiPlkWar0xuupWdhwT3UhZBSmZTJrM02hh6ihlbmJiApVKxU7W43izOIXKMTdRrbzMRvI6MPCY1tbWdoIRO22n7bT3fvMDcGhscqRYMgVwVmNQ85VcKyV5KkagqT8KZrJxt9HDeYk79Pt9M9sBGK0lHo+blZRKpZDJZFAqlRzP5g7GmvvsV7vdxuuvv27412OPPQa/328FADRDg24YdwYeGBIKhZBIJOxaXhOJRMzK297exrFjx7CxsYE9e/YAGBCGGUS5evWq1Y6bmprCysqKA986deqUucoPPvigA4dpNpt45pln8OUvfxnAgGi6sLDgqA2WzWbNSiuXyw4gnjXbuGPS/Kf1oDt8tVo1rJHz6fP5HIeXMAVteXnZcRA6w/ykkrCRpqRWjrpH7mAC5UkrlSgLn9cQX1OZpYWp19LSVGtEgx7qIur1SjOh26pyru4rm/63pj3mcjm89dZbVkGE/S0UCo61RGtKKTF8Bivzsl/EvTRQQKoI8TmuEZUBPpOyQsuR8k0OnLu4Ay1dN35LXcLn0uqanJw0GIkcUY6ZckJpGSuUEQgE7BgElRemairRnuuc48J15HdHxihEt0t9oYui+XV087SyASdOGxeRm9FOt0Lvo8BmMhmrCPLEE0/gO9/5jsMnL5VKmJ2dvSWfUl1WXsuAg8/nw//+7/8CAD7zmc8Y2dnrHR7dVq/XkU6nsbq66ijJ3Gg07OAgLTRK3IVjsLGxYdgEq6fk83lMTk4iHo/j7Nmzlq1Qq9VQq9WwsrJi5XlOnDiBXbt24eLFi3jmmWccpeufeOIJdLtd/NM//RMAWMRX80QprKlUCsvLy7agm82mHQTuBqzpvvF31t3TrJh4PG78QiW18tmKLyknTd1N4nSa7kU8lTLF57FvKkvKQ1OZ0VxP/vtX4Wa3i+YCQ96Zm22gwLt7E+f7qQjckUX3GPR6PbzxxhtWu02NiJWVFUfKl8/nQ6lUcrjd+mxGTzluWjZfr1cleLvf+TxNk+O1PE+EmzznkbxSDTRpYEX7wJO9NJuGvEHdhHiWhAZgWHRT4RIGotwbgJ79wvXJ/Gc/MBAeEmuZcK4anAn5DF1T2xMfc4eaNTrEdjuGt+YoakSXA1apVAwfKhQKdnKQCs3m5uYth2Fw0LrdroH+OoAchI2NDUxMTFiUmdbj7t27EY/H0ev1DKugdcmIrFp6XPxKkmQkm99aLBbtGbFYzL6RtfNXV1ctqMFgxQ9+8ANH1sr6+jrS6TR+67d+C3/2Z38GYHjKEYFcYCD0m5ubmJiYcOQxMw+ZOzTnlqRvzSTRIBXHq9UanCc7Pj7uoFJopgPHW3OSNVVHAXBtVAju+mhMC1KMjBikYmGaJcF3qpeiimAip4UAACAASURBVI6yzWeGQiHHxu5Wuuw7+6kUKP2bO8tHcTz+u1qt4h/+4R9MjhV7ZNCBVjEPxolEIo51wwgpLXz9bka1+U7Oj84tr1NlT6yddBw+d3V1Fdls1mFgsKmyd28abupNPB43RTczM2On9jHYAMAiqO4KwbRItUIxrTd6KXwnr+HcsXCpn7wZNQf5EQq8Ku9Gq5pwV9EImDLp+QEazVKGt1Jb+Bs7euHCBVM+n/3sZ/E///M/jgFmShMrngIDs5iAqO5CFCyfz2fPvHr1Ko4dO2angXHAecyiHtrLKryRSAS93jDpOZvN4vr169i/fz+uX78OYKAoNzY2kE6njcqSSCSwsLCAXbt2WQ4nMCwoevToUbNe9+/fb2dhHjx4EKurqwAGYK3H48H73vc+mxtN/dFc1W63i/HxcQc4Tq6aWn8EhNkn3VhGRkaQz+eNckJO1M2bN02pq6WglSo4/3Rt2Sdm3mhKERekchnp8pKWpDKj9AFgWOdOo5h8LuVRN1puVsq0Z00/BeV13NhXutyq0JT/5lZuGmwCgPPnz+PKlSt2vbsPqrR5r8fjcYwjjQ4e/M1xoeWoCo2uLHOSeT9dTFXS7Lsqn3K5jBs3bqDX65kxxGwbLbCpVqDKBP8/HA5jfHwcwMDAILWEfWSjHOhBOPQa1Utj1ST9VlJ7NB+f0dqdYMRO22k77T3f/HoICjDYRdLptCNpWrEO5dxxlwiFQhauppugoDLdH+5Qin3QqlP+VL8/KMtdqVSMMvHDH/7Q2PfKparX6w6LMJ1OO3hf6t7Q4uEutLq6is3NTcP0+PvExAROnz7toN3E43FEo1EEg0Hccccddm2327UsBb43m83i8uXLmJubu6XOfalUQjAYtL54PB6z/O666y4AA6v0tddes9xYgrCBwOAgnNnZWcehQXrYCDCEFLa3t80d4RiQlqB1ztLptBGtuUPyAG4tB8/KxdVq1eab/CvibMQ5aW0rsM1dnxiiBkmCQed5Dcr8V14ULQkFwmllU6aAYRCBLiznUbMy3JkGbs4d5+d2gQ8N4CkxV+9Vsi4tun/7t38zZr+bnkGskeNVLBatmES73bbfiYcqJYffyPlg3zlWCldoZWC18hi80QyTdruN1dVVh6ufSqUQiUQc1hQtTyVZ69iozM3MzGB2dhbvvvuuw32mZ1Iqlcx6ZCBT36X1AxWf1+CSHvCeTCbhZ5K18rrIG9KB8Xq9FmVVwXcfZMtJ1Y7xWVSUGvgg94iDqPf7fD783u/9HgDgD/7gD5DJZLC6uuooOsBnaiFMXsPABCeU7hL7RveQ72UjjlYoFEx5LC8vw+v14vDhw6hWqzh//rxNOk3+AwcOABgUBaCCpktfq9WQz+exd+9etNttwysA4K233sL8/LxDkPmuX/7yl1aba35+HqdOncL9999vz19aWnKc7A4MMMJCoWAnc1EpEesg5gPA4bYrV4v3qtvFCjBMIwNgCf3FYhHj4+OO2mJusqoqUs2GYN+UaErXlcpPs1YYidSIJTdm5XMqeH67qCkbeWpUdKoo6A7dTmapKEn2ZWRTcULKBjfD5557zpQnFQDnHBi4/5QNJr1TWaubSfxX3b5AIOCYQ7q4OhfAkD+obrbyC7V8EzeGtbU1GwNujrFYzIp5EJrifLsVEcnQwGDNTExMYGFhAVtbW46CIuyPFuMkbq9zSL6tBh74Lr2WMupn5JSKanx8HLFYzBH+p+DxJnfeIKMqvO52pFL9N3+ngtMdhETCbreL+fl5vPrqqwAGgvvwww/jn//5n20iCYrTqgQGCmnfvn24du2aI7+OO42mCVEoCG5TKS0tLaFQKDiiq/F4HEeOHMGNGzdw9uxZfPjDHwYwyEtlaSvSR0qlEubm5uzUcl43OTmJmZkZrK6u2uTm83k7kIi72MzMDH7jN34DTz/9NHq9nhGGfT4fXnrpJXzpS1+ydBqtI0eh1yitWkmkEygGwzJTzObQwBJlgPUGM5kM0um0Zb4AA+uRm6U79abb7VoAhP1nVVn1DBiJ1fHW6LtuxApE3w4f0sVAxaXEXMXX3FFbt6VGeXQHGNyRXGUT6HdRedbrdfzLv/yL437F3viMVquFhYUFo0SxLBY9Dk3BYr+0D8Q/b1dpRBe+Wpi6GXAjVBYFU6oCgYDJN/FEnkkCDIKYmoqnEVjNvQUGGDjPVGHhWX6Dpo4Cw0PX+U5gWOyVwQv381W+TbYY/p3/v1O09u/fb1aKupPMW+z3+yaM5OOQKU2h08nQQXRTVigUyqPj5AWDQXzuc5/DV77yFQCDBbm2tuawyBqNhgGSaqqqoHFwdu3ahc3NTQQCw1OOCML3eoMyVZxcLhLSIQDg6NGjKBaLWFhYcESAWq0W5ubm0O128e677wKAVREulUqOSGoikbCFxjG8efMm9u7di0KhgCNHjgCABUGKxSJCoZBVLmb0u1armfJj9I07L+93n5DE77IkZ9nYVlZWrA4bgxG5XA7VatUO2eG7gMHi0AiczgGFjgLKnZeCSOXZ7Q5LoeszKEduWdFT3lXZcJ75fe5on1sBEqa5XQqT20ViAM6dBaEWH3/j+92cvV6vhwsXLuBnP/uZfSe5mMpgiMfj2N7etuP9ANhGzXF3pzUpZ043KeWV0TvQVDT2i5Ys54sbjVqFVCga4W232ygWiw5+49jYmMN1V9oMLWO1gLPZLHbt2oXl5WWTZW5Y6jEwAqx8XaYbUqlrnjRl20278ROPo7kcjUbNtVFBaLVaRi9w58Fp7ietMY3+0KSnOewWRt1dmURcr9exsbFh0dRwOIyzZ886oohK39BdYGlpCXNzc7h06ZLtjjy0mbmqfD9PvvJ6vRYV0lxbYmFTU1N45ZVXTKmTRjE5OYlsNmsHUwMD15WWKfs3Pz+PtbU1BAIB7Nu3z0EC5qlIWrV4enoa4+PjaLVa+Ku/+isAwFe+8hWHO8dvcNM1qHC07Dhbs9l0FPOkFUah18PJk8kk0um0o3AD8UBex+KgJBLzu3y+QTn82dnZW5QHFbG7z3o0Ib9R6QUcLyoeN6WBmy4wtCgVZ6YcsYS4Riz5NyWNKy53O4uRTRWk0jv6/UHl6a997WsOl5oupvJVY7EYisWiHZ3JfhGeUToNcS23VUoKiBbzJBVFibnucvV8F9eTFsmkwaIMBrrBnU7HWAVzc3Pm1enYsV/afD4fYrEYMpmMFc4FBoqdVW/UpSeeqR4LlefY2JhRyxT6YV8M48NO22k7bae9x5t/YmLCUYk3EokYmKe7G3/r9XqGzxSLRXM1dafjDqlBA7oMSoClT6/l2X0+nz338uXLhgsUCgXMzc1haWnJrqXvzn/YCJprtZVYLIa1tTUr5QIM03HC4bDDRWN1DnWJr1+/biY0rThgYAE/99xziMfjZv0Rl/D5fNi7d6/1i6cb3X333VaEgNVaKpWKpcicO3cOnU4H4+PjmJiYsN9ff/11fPrTn8apU6ccZwUw4qpZHMVi0cjcNO1ZwECrSEejUTtQulqtOrhQ/DcBZ7q93HU5VpxzLcJAN25zc9Nxajp3ZrdLzW9RHJfWnM4tLRa16BSsVkuZY6NkagLYCpjzWrerT46juyKI2wvhM9zeRafTwTe/+U0sLi46SNO0ABXyoSeUy+VM5pTcTAuO79K0N/0GrSnIiCswJATr3OoYEvN0l2Ij1OLG3SjLGnghTKH94v3K7GBfU6kU5ubmzCJbWVlBq9VCuVw2mWMUlnpCx5euMuWrUqlY8QJaiZRv/5133mm5ZMAAK6CS05OJiMfV63VTdCwX4w6rk1ZAU5kTw4/ltTSR3ZQTDtTx48ftAOh0Oo0///M/xwc+8AF7D4FpYlf8eFY74OHOwED5JZNJx/tJNqY7q7iXlqAGYHXtkskkpqam7Nt+9rOfIRAIOE4soyvn8/mMWLy8vGygrgZ02LdKpeLIH93c3MTRo0exb98+A7IDgQAee+wxfPOb3zRB8HqHZcg1T5WUCeKPFBqleHAO6c65K2QQp+Xc8DDqcrls36rZEowqs69UElqenac86Qluuqh0McZiMVQqlVugESovlRmeXM/rFBsCnGlPbjyZYL0btHdX0mG/1CXWZ7tJuM8//zz+/d//3ZEbHY1GTWaj0ahjY9je3nYodkZC6XZq4VquGcXd1D2nHOimou4k1yzv53wQslGMjZFUdde5xrnhcn25DwynwaD6gXIwNjaGYrFoRwDcvHkTuVzOYBBgaAjouHJDTqfTiEajjpRU6iQdq36/D//c3JydnAUMdjEm9PPBmiOZz+dNyDUVxs3HcYeYNWVDuW38TS0Jr3dw8lU8HjfKxvHjx3Hu3Dnb5TjY5Lap4AEDnCyTydgiazQaSCaTOHLkiGUgEHO6evWqgyfEslKtVstxYrjH48HBgwfx2GOP4ZlnngEwsGozmQwSiYRDeTSbTdx3331YWFiwyeHE6LuSySQCgQCmpqaskvAzzzyDiYkJfPzjH0epVDLlceXKFYyOjuLy5cuOzAhiGJoGlc/nHYEdbXqkHy0ZKnbFwhjt02rI7tQj4mrEm5R/xWcxcMOK0czzVYuKSk6VF/ulMsM+KvZDK00jk/xOfSYwxMiUAkVOGPuhlAv+o0A/r9HFrDLPoNRf/uVfWiYRgzdMF6xUKo7qzRwzPbuk3+9boVYNPLjHjo3j4I666kYCDOkwqhzdddzcXhnnHhhuYp1Ox6wxUqqIPd4ucq1zw1zf8fFxR/pmo9HA6uqq43AcjqsbW6fHpjKrWSoA7NwUP1Ni3CCrDiwTeDc3N5HP5417RotMhYYfxXA9O6CVCRQw5sBp0Use4tLtdi3i+K//+q+4efMmJiYmHJV0q9UqSqWSw83mh05NTTkixKwnp0Uc6Y7FYjGrajI5OWkuLg+muX79ukWHU6mU8aJSqZTlX3LCut0ujhw54gh9RyIRTE1NIRKJIJ/P26Tv2rULly9fRjKZxFNPPWWT84d/+IfYvXs3/uiP/siisXfffbdF79SMp6usBFrdrXmtBiA4BrQoGIFWV8bn81lgBhgocJKRmZbGYAbL0bvnNBwO2zvC4TC2t7ctP1kXg1om+hs3MZ1fukwKjvPdSjhm2pAqeirjWCzmCDaoNam0KFIV9DfNH+b1VIZXr1614FGz2cTMzIyjfH+vNygey2MEqdR4vqnH4zE5UtoXMKSCMNClc+zxDKt43C7yqaR6uuQK8NPo4Hrh3FQqFXOxlStbrVbNrQQGJHfm5bprNTIgxvGlVxUKhZDNZg02YxEPHYORkRFbi1pnj0qRUVXKC8eEipLrficYsdN22k57zzc/6QrKi+IOyV2ALHum/mjGhDv1hqa6YnTEvLh7KAVBtTyb1+tFqVTC2tqaWVk3b97E7OwsRkZGzPXkGa3qv5MiUSwWsba2ZtZEOp3G7Ows5ubmbGe8du0aVlZWEIlEsLKyYofLkEN2/PhxfOhDHwIAfO9730Mul8Pa2houXryIO++8E8CgMEA4HMbly5dtDCYnJ9Hr9bC0tGR158bGxpBMJg2IpYVC8vDJkydtxxobG8ORI0fw9a9/HYVCwcbti1/8Ir785S873J1KpWIWCce11WrZcYtqeTDxXw8foZXNwAt3R7pijUbDrBGy9vv9viPbghaSFivQjAIFuHlEXaVSMeqPknj5bUptUg6WcuDc9QOVG6cgvgYUaE2oK8TmdrloJelzeZ87VazT6WBxcRF/8Rd/gStXrjj6tbW1ZffzSEliYoRGgGEQi1ZSOp02y7Tf79s4quuoWT5u+Ibr2E3GpnWkfLNGo2FZBkq9IRWIOKiOE70pYLA+WaFHXUe3e6/jyrVAWtaBAwdw+fJl4xMCQ7qbls/iePN8DcVPqZtIiWLw1B8KhRxnADAip0GHUqlk56fqITHqEqkSYzknxRFoJisORNdE8Raauu12G6+++qpde+TIEWQyGZw/f964Oyyvw34Bw9SRUCiEo0eP4tChQwCG+NDi4qIBnYcPH0Y8Hserr77qUB7JZBLr6+v42c9+Zs99/PHH8eyzz6LT6eCtt97Cww8/DGCQxbCwsIBqtepwTzheeuIY8QJNUcnlcpicnMRLL71k2NVjjz2GkydP4oUXXrCDcwBgcXER29vbdkgQMCx9VK1WjQfIuWFWAhUCFRr7wPki0O0GrrlANPhUr9eRz+fN9SXPzuv1Ih6PO8osEV9xnzzPCK0Gb+gaafSdfSSMwW/gQlM3m5FYJawTQtEsH264umgoo5wTvZYLVJUI71e45ty5c/jrv/5rq0zCflFGNfDCyHej0XBkRoRCIeNO8n5iUBrJVHeQje6pBmkYuFEsjs+lElT8lY050hz7Wq3mKG9OjFNPFltaWsLm5iZmZmYsIMC+uvNf+S1UUlqEdvfu3QiHw3ZQfb1eN+OE86MHyOdyORtDr3dQpklLUllSg3tyGZ4ul8umNLa3t81y0MMsONluQBVwMts5YRRe9+6sQkuw2OPx4MyZM/b7o48+iueffx6f/vSn7bQsTqymgBEDpFX18ssvAxgkqT/11FMOMuQdd9yB3/md30G1WsX169cND3zjjTfs21588UUAwAc/+EHceeedOHv2LEKhkNFDUqkUHnnkETz33HO2cCcmJrCysoInnnjCcUJWoVBAq9XCo48+aqltIyMjWF5exrFjxyz6NDMzg69+9asIhUJ46KGH8NGPfhQA8LWvfc0oOdydOZler9dxsLcePag4DKOgasGrZUHFnkgkHIeCA4OafIFAAKurqyZ0jFhrlIt9AG497IaWh+ZT1mo1pNNph4WiGIzSJJhPqdFRKg/1EGKxmNVV1HREN0gOwKFkVSkq6V0XKZUMv+3kyZP4u7/7O6yvrwMY4p7A8DAixRP9fj9isRji8bht2n6/H6lUyjZJANi7d6+dr8CIPeeTipzj7vV6rfyW4nFqgChNx31gfKvVMquO9CReNzY25iC/M2MjkUgYVst5bLfbt5TVul0Vcu0fN/I9e/bgxIkTOHnypMUBKpUKlpeXLTjJb+UmrHQ1r3dwkl04HLbNmRubn+aypplsbW2h0Wg4XkaBbrVatqDpHgDOYpsqKBxkmrMapGi1WkbFUNdAo72s0JvNZrGxsYFHH33UsUhVafL/+/0+bty4gVKphPn/S22bnp42QeC1tFRTqRR8Pp8dMnPixAl897vfdQjSW2+9hU9+8pO45557EI1Gce7cOQAD13Vubg5PPPEEnnzySQCDvNbf/M3fxOrqqiMv9/Tp0/jiF7+IU6dOOfI0g8Eg7r77buvrN77xDbRaLXzwgx9Eq9XCxYsXAQwgBM4Xzf3l5WWzoOkK0ophJFJPOm+1Wg4GO8eBmQkUOqUF6Fm5uVzulmIJzJSYm5tzuDz9ft/ml427eKfTMcHtdrtm3bgXJr9DgfXbRWJpJSkjnmOv9BRmLrgDaBqJVaWmKV98f7/fx/b2tkXev/GNb6BUKqHf72N8fNzmIZvN2reqfDLIw6AbMNhY6J5xfSmfTq0kzqlGz7nuqKx4n64ljaDyOv7G4gxkVmiENp/P20FJHNteb1AoVIMlzHl2p9eRY6e0Ho1Ucz1PT08jGo1ibGzMDop6+eWXsba25tjENEVOWQHxeBzBYNAMNACWO+vXH4EBZrSxsWHRNWBAoajVaojH446BpIDo7sYP0UElt4YUEzcfh4IBDC0Eamw+95e//CWOHDmChYUFHDt2DAAM11ILhxYduYEsT14oFGwCuBjIESoUCrYb8FpGclk55Ld/+7fh8XhQKpXw2muvmfKYnp7GuXPnMDMzYwN8//33Y2lpyWE9rK+v48SJE3jnnXccZnylUsHW1hZ+93d/F3//938PYODKHTp0CNeuXcNnP/tZ/M3f/A2AoTB3u13j0d24ccPcfyqJsbExXLt2DZ1OB9Vq1SF0KjB8JlOEVHkwIT0ajdrCo9XFXRoYcs2o7BhBo2viJsVy8+DYU45Ib2Cj0lGriv2iVc7vJSasFVE0zcpN7AWcyg8YVnZx00bIr1Pr+O2338a3vvUt8yxKpZLBM2r5kM/Jcdf3u+k49XodwWDQzhkGBspva2sL8XgcW1tbjqMJOfY6l+wz30HqEXPCtZQaz2zgeCm3lAYNn0d+JfsVCATMquN9evaIfq9an5wvHWOFAKio1KquVqtYW1tDuVx24G4cX3X/lSmi7nuv19uJuu60nbbT3vvNTx4ZcYFms4lSqWSmNQBLOOeuqTskrQDuNrqD6S6oAKia5Bo9AQYW0vb2Nm7cuOFg5ZNI+Ld/+7f4f+y96W+c53k1fmbhkLOTw50SRWqhqH2xNsu7ncRKUmdz6gRpk8YBmqQFAuRDWyBBG8BJkKDolyB13zSokThFmy4J7NZJ3DSO4rWWN+2SSYmiKImbuM8MZ+Myy/theq45zyO9vz/APz6AYWk08zz3cy/XfV3nnOu6P/rRjwKohkc8aEQ9JKBW84p141hKys3A5XI5JJNJR1rU8PCwubwPPPAAgOouNjU1hWvXrlnpdKCKp61fvx6tra147LHHAAC//OUv0dzcjJ6eHly9ehUAsGfPHszPz1t1BsICLS0tuO+++9DT04N9+/YBqJIO4+Pj+O53v4v/83/+j6NgKHEnd3gSi8UcAm3CBeoVU82u+BY/I/bHsdVSPezbxcVF81jotfj91YO6OT/4XVZDyefzjpplursr485wVD0Uem0qes7n81alxA26q0fIz91hKiMKd2ThVvPz+fSiOY6//e1v8atf/crKU7H9FNuWy7Xy6HNzcxYRaHrY0tKSrRPFOqkYUMEyx4+pUUANgvB4aul5c3Nz1l9sf6FQQCaTMaJJcTMKv1XTms/n7TwTtk/bqVETx4TnCyucohGEG77Sf3fj8yTJVlZWjKA4evQoCoUC3nrrLcdZL36/H7FY7BaReUtLyy1ertfrhf/GjRtIpVLWiYFAwMgHd4gJVMMXfr6wsID6+no0Nzc7TvjholFg+nZpJ+zA1dVVc6vz+Tw6Ozvxmc98Bk899ZThU8QN5ubmcOLECQDAZz/7WQwMDCCVStkCXVmpnn61fft2ZDIZK5MUDoetaq4bV0ylUo4JRslHT0+PMaG5XA6XLl3C3XffjUOHDjnOZ2AoR2HvwMAAMpkMbty4gYMHDwIArly5Ar/fj507d6JSqeD1118HUFObNzU1Wb8UCgV8/etfx1tvvWVZG2yvVu4FqgaJ+IvipKzJr4JZioAZ6vH3zBlWmZGC1Sqj4H0VpG9oaLAMFRpgyke4EIFagUyGrrwvcRadb0oeUPrCv9NQqLEnFsZ2KXSiin+OlzsVkM9xG7yrV6/ixRdfxAsvvGBzhUfoaYjJIy/dkhWG7yq7ca8NwHnYuoaYGu6pAeFn7iwlhZBoDG9Xukhzifn85uZm2+Dc5JKOCcdRc6N5Lgw3ODXWxIq1/YSmtIwX7QNDeKDq+Nx3331obm7G2bNnAVTXF8NkYsoADJ9jfivb7/f74b9y5YqlmgC1Mtz0vjhRODlzuZyVTmKJJ1W/awqJpgMRK1EcSP9dk54HBgZw8+ZNfOlLXzID/PLLLyMUCqGtrQ2vvPIKgCoT68Y+CO5zQXR3dwOolRPiaWK85ufnkc1mMT8/b583NDSgu7sbR44csTaOjY3h/vvvBwAcP37cDHAikcCmTZsch3987GMfw/e//31s3brVPMqmpia0trbC7/fj9ddfN5zxypUrmJmZQWtrq2GVn/rUp5BOp/GTn/zkliPsSPNzDHj+rJbVIrNJMJ0TVNnW2+WZNjU1OSY4JyMXNL2RWCxmCywQCJiRKxQKhn+SWFC2jcwgvVI9AEU9RJ0/jAz4bpSiEEvipYQE28UcTfUUVZqiGy69xFKpZKTU8ePH8dZbbyGXyznSn7RSLu/Z2tpq+cL0hGkwtKgAPTQWJ+A48jQ34l/sFxpl9VgpTfH7/UYQkE2/HavM2m2Km9F759zSYpbq2dMoqvaTOKvWjePnbg+c2KUba1Xdp3pkqunUcVHj5fP5cPXqVSviSuN+u6MRy+Uykskk/Pl8HuVyrcIFPTa6y+wYgvgqBmRYEA6HzUjQ8OnL8qJ11VQlfq5hSD6fx8LCApaXl/Htb38bQDUc/MEPfoDW1lYjGP793/8d27Ztw5tvvnlLYUX+nROhvr7eSozz39atW4fBwUFkMplbBMuHDx92hCc7duxAIBDA//zP/ziqrSwsLKCzs9MMNFAlI44ePWrVh4FqPbqenh4MDQ3hnnvusSIBs7Oz6O3txe7du60NY2Nj+OEPf2iQAD/3er2YmZlBJBKxDYBgP40SUPUw6JHrBKurqzMA151SVVdX5yhaSq9PNWytra1YWFjA3Nyco0Q8f8/nATWjyknOcdb/q3CcYYwaH05sGkbORRWi6/3UG6NxZFjOuRwKhYw11t/l83kMDg7ixRdfxNtvvw2gVsS1VCo5io5SLMvf53I50yzm83k7Da67u9vaxDlHY0RvSpnfSqXiyHVNJpNmWEul2nGcWqhC+5LGX0NqPkP7jR4WYQc+n56mepx8npIk3KwUquA8onetpIuGpzpe7j8zetA5XygUEAqF0NTUZDnfy8vLWFpawtTUlINsy+VytvFzboVCoao9wtq1dq1da9d7/PIzXYi7xNzcnFXfUPU8sTTWeQNq+JqGJ6TN3fgCL43T3bsaf19XV4eZmRm8/PLLVovtM5/5DPx+P/7jP/7DvhuLxXD48GE7uAaoJt9Ho1HDrfT8URIu3JlYY04zN4CqV8nDpumNJBIJHD9+HAsLCwiFQhZmMiwZHBy0kKO3txf79u3D/Py8SVZ6enqsVv5zzz3nKF30h3/4h0in0/bdf/zHf8TExMQtIleqw6n+Bqru+szMjAOboSdAfR13TWrFlJBgGEJNkwK59ND0xLFyuewQCGuNf8120KwCtp+eP+EF3tddSp/9ynYWCgUbR2oEVZeluj7Vf/HdtXIGJNnuVwAAIABJREFUv7u0tGRi3UuXLuG1115zFG5gW0gQ0LtkO1RGUigU7PyC7u5u6wMAFs5qKKj9o1GPG2rg+2uaE9u1vLxs9+Z3ue5UsMy2aXYGw0H2M/+v0gzF2FQSxGfxchfYWFpasqMY+Cwty86L46CEI/tHPXNGBEwCAKrZTwsLC1hcXHQUcmDa6dzcnOGc7e3t1bYXi0U7CIZf1onPycObsIwTB8vNVHGCqaiXHevW2CjDpx1DPK9QKFg9umQyiccffxw+nw8//vGPAVQL9TU1NVnWgXZ+uVzG1NSUvVdjYyMWFxetBhZQYxHZmQwNWGklkUiYQUulUkilUgiFQiaaBapnbNxzzz2YnZ3Fiy++CAC4fPky8vk8ZmZm8OEPf9jecXZ21hbXPffcAwDYvn07KpUK3nrrLcMeU6mUGQguCPYxQzG2lSCw6uiI33CyklhgCJjL5RwTWVOF3PXb3CXPGfrx/VtaWgyXm5qacpQBX79+PRYXFx3t4HGUdXV1jncgHqXsaKlUQiQScYihc7mctVHZY3flDg3ZuCj4XgsLC7h48aJlp9BoeL1e2yR5D2bf8H25QNUw8KQ1d6oVjYubBeQzg8Gg9QE3X9Wp5nI59PT0YH5+3kF+kAjQkD4SiZhzwbHj2iABpel1gPOQeq5b1S8CtXLs2i7tDzViVC+wPiIvrXPIfi2Xy7c4Qvq5/l4hAqCa0cTfXLhwweb38vIyZmZmDFoAqnMyEAjAzxdXEJcLnx3CevaxWMxBjRPoVS+PZIN2OIW6mgHBi8bSXc24vr7eUVTvxRdfRDqdxkc/+lE88sgjAIBz587dcggMWd/Z2VmEw2FrK3EpxYA42Qje89/I5mQyGVtMb775JoDqhJqenjZ1dm9vr0lh9LNz587hrrvuskFqbm7G1NQUOjs78YUvfMF2p6mpKVy/fh2/+c1vHMAusQXiI0CN3SWu6p4IbH9TU5NVYlZglgycblDMiVUgGKhtOPwNUBOFaooRv0+GlxvO7OwsxsfHb5ETRSIRtLS0OJjQUCiEcrla/koNJQF7TWsiAK4SCC5EoIbJMtJYXl5GJpNxEF/FYhHT09NmONTQq4De6/UiHA47Clko5qiRCD1QrbpLjJAkHH9DcTZTwfR5SjAQ82LZIYqxNROAbYjH4zb+SgiyiIIaDiUm1NlwFzXgPfgu6mUp7svfs/BHsVg79EdrJeq93Bko+jzWmWP7OA853sz/7uzsxK5du4yNHRwcxNzcnImv2Vf5fL6aAuaumBqJRGzQ2HE0Oo2NjQ5qnJNTB9KdP6vpHgqKUs+jg+POyyQrde3aNZw6dQr5fN5AyVQqhZ///OeO8Jfs5crKioHnHNz29nbk83ljYlmhheGZavACgQBmZmbM+Ny4ccMMjd/vN0KElUCYHQFUk5Pn5uawvLxs+Y+hUAjt7e145513MDMzY6xtOBzGf/3XfznkEHV11UN5uCtpGk99fb2p5XnRg2YfpNNpx8Qi4KypN5q3qCyb5gxT28Wx8Xq99n3V2LFazNLSkoOh5f3cMpKRkRHEYjFjLSuVClpaWhxhHL1ZbnrKuGm/876UV6gmy+PxWMUY9zmlgUCtorTPV61oy0wC3Qzp4WjGBaMTznNutgTCNSykd00Dyk09Ho87DEIul0Nvby+GhoYcHiU99VAo5NhgSHC4Q3Y1IDQSbk+Pm7gaFA3x1TNVCIHP0GrEvDi3FhYWTJLF9nATUeJEPW81dOql875shzLzlMNs2LDBDn7nUaRnzpyxdU/Z1BoZsXatXWvXe/7yMw9VrTM9Cbe2iTG9uqDccd1Ao7s6KoFWjf89Ho/DzQdq+YUqoARqB+lcvnzZrH4wGMTg4KDl4/E6f/487rrrLmSzWStl3tjYaBgXd9dwOGyhhgLDvb29Fj4ogcGKKP39/dZfly9fxs6dO7FlyxZLRJ6bm8PmzZtx+fJl290ooL148SJyuZwpv9lffr/fAc4zh0/1cdzFlb7nuCgGwtxGTYDn99y6PFW+q3pejz5UaQZzlikQZ5l9t8CU0pKWlhbz/qLRqLVJtZf8viblcx6oxITtZBijEQMJBs2bZtsVnwoEApatwfnl8/lMa6YhEv9OATY/a2xstPI/On70btmG20krGBGQ7NP+1qgKgJVQd+fgshy/ZinpMzR0pYZQ782QWEkp9WKVeNAjSm8nB1K9WrlcrULuznDRdc5LSRed38SmVdzsTjSgd9fQ0GBVYIBqJNbX14fDhw9bVZWhoSGcP38efrp2blaI2jmgukhbW1tvqXrBgWVI6+4QXuwQDWH1hYHaYuLfmWiumjuv14tYLGaGuKenBxcuXHC4tazwsW7dOly7ds0GSpO+mX7FMNzn8znKHvX09JhRZsl0andYcYIh9ZYtWwy3JMkxPj4OoArUK7j/wgsvYNOmTZicnLTw+7nnnrNDe9SwEA6gyJb9zTI0WuWDYQPHgJOAJWwYIqbT6VvSwlgvjROf92CdLzJ8AOwskaWlJSSTSRtbHmjCM3mBWqiuJYoikQhisZhprbT4J//P8Y/FYlaKXsNJGiUaAH7GUJcGl//G8EwXE9utfag4tV7uMvQ0mor30qhTrUCjyDYkk0n7PbMU2C7CJYVCwUJ/TVonhENjyneIxWIOvZuGlRxb4picR/wO3zMYDNrY0ugq6cL35ul3iscxvFXxPzFO96l+t0vJ0t9rqK3f4X3ZNs3M4DxWDLi1tRWlUgmtra0Wzh49erRKShKAVvpdvQgABsh2dXU5AEult5WFYee6xZuAs7oCB1NZVxpKYn1uSlzxpBs3bmDz5s1IpVJmZGKxGCYnJ7G0tISZmRkDewmUUzIAVEH7Gzdu2GE4XORkqsbHx40lBari4La2NiQSCWzZssXaOzk5ia6uLptg9Kh27txpHmV3dzd6enpw8eJFzM/P2+d9fX24evUq7r33Xhw/fhwAHB5rOp2+Jc1Gd3eSQaVSyXCkbDZr6vtsNuso7kihqJI3Cu5r4VJeuruTdeS/U77ASrQ0qolEwnA0PWGOHqHOI93FVS5BIkXFvTyEiGWFABhZodECPXT3JpbNZtHc3OxId1teXkYqlXJ4v+wv9hnvEYvFHKWNOF4kHILBoOM4UGYPsV3qxaqDwLJWmhnhdkC0WgsjHHeWkUpRrHKH99YinTTWHEcaHc4NPRJUvSr2N8kk3pdHlPI8EsWV3bgbUNto3JEg789LjZzi9zS8Kl+ifVBlSLFYRCKRgJ+TQ0Mf7iBcIKp3a2xsdLjxhULBoSnihNUJxh2Z3hNfyK1x4rP4Uqpw1pw4BaYjkYi5zECVCEilUhgfH0c8HndURQWqE53sFQeDYSLPauWJZzopm5ub4ff7cfToURtA/r+pqQn5fN7A7cHBQRw5cgSZTMbKs3d1dWFiYgKDg4PYunWrFQV47LHH8Fd/9Vd4+eWXrV08f5ZssIb6qovi85kSRKPOsIgSBDdBoB4Oz2mllIOeGvuWp1XpeLe0tDg8aKBqALQsFu9J9pjPV8BeixDwyEqFMqj0Z9oZLzLounkGAgFH5VlKPnhPLgZu7I2NjeaVs24gax5qXqrbGwkGg5ifn7fKyryo7QOcxIDPVz2/lOA4U5ZoaFQP6fF4LMsCqBlFtllDN2oL2QfKmvOe9BopIXKXSXKnwTFxXw0QPS5lY+nRsY85X+jJUWLC/iJsxbElAar9xM/V22N/uaNAQgl8N90w9TtADW7zu/E0FsNURpQDlsvlkEgkHDl39LpUY0PRn76ADobG5uxI3a0ymYwZVt0N3LuAtomYWjqdxu7du83DUaPM+9IgMOSggFWlBYlEAqlUynbcjRs3IhwOY35+Hrt27bLwd2VlxWpz0Uurr69HR0cHMpmMPWthYQFLS0vo7Ox0SAGy2Sx27dqFy5cvO4wy+0kxNVZ51oGk/ksxSnoF1HFx4nMXVuab8hHmr2qFC3pwWgdMU3OA6iJsaWlBPB5HOBx2MKEsukmjzDQpbnCKkSlkwc8YSrEtfB43XmURia1p+wlXaHjEdDCPx2Ob1r/+67+iWCyit7cXk5OT1i56WZrCRRZVPUJ6EO6DliuV6jkPmUzGnk9MnHOTHnCpVMLk5CRCoZCjdL3if3xfavvokOiz1NvWUFM1czQklIcBcNxHHQ/dZDWycEdmmlTAtajjoIaSXiPhEo0eaQDdDK0qBdgWhq5uI6ypiJYDjLVr7Vq71q73+OXnDqvgNLEJt3JZE6v5d4Ygysxls1nE43EHoKguqAKVxAMUGOY9lZnhTuzz+SzkYBi8sLDg2HEJmGt2Bi+GB/wzXXCv12vhRUdHh+EnGvKGw2FjDqmPSyQSyOfzGBsbczCG9CbYLyw7vW7dOiwvL+OOO+4AUD356Mtf/jLOnj1rB1jTJS8Wi0YA8N0oyFSQnISE9iuxGu5oQC00aW5udkACBL01TKPH1NDQYF7t7OysYah6Yll7e7t5a/QUlaHX4g30UNQD1ZBFQ9dyuXpaGIXTQA1s9/l8jlOpiOfx98RZmUmhniKLEJAlp2dEj0ir7rr1Yvl83uqgMbTMZDLmebpFxNpXfC/VM/LeiUQC2WzWUr6AWgqYO0uFIb1CEGSe3aSDkov8nPdVL4nf4TpTXSzJGhVdM+pwi4hJqrC/g8HgLXOL646/d2dXuQtBEBN0Kw3Yhxo58n014qmvr4eX4LaGikopcwLydHF2KMMEuszBYNAkAtrROkl4f74cBbgMsbS8tRYkzOVyhjPV19dj3bp1WLduHdLptAGu0WjUDM34+DiSyaSB5Kx1RsyF71JfX49wOGwYW0tLC1paWrB9+3Z0d3ejo6PDqrjs2rULFy5cwKFDh5BMJk2KMT09jU2bNpn6vlKpYPfu3VhYWEAul8PJkydx8uRJ3Lx5Ex0dHYhGo+jp6bG8TzK73/3ud9HX14e+vj5rIyuHLC4uOsIBbkJk7ZgDy/Gi8SOjrpOJeYgaDvh8PhMZc8x0cfG+Ho/Hsk3Y3y0tLQaM02Dyz16v13GYsZILNAocbxoKvhc3CqBqXDgPuClyXpbLZauLtry8bOOt4m5umOwX/hv74MiRI6irq3OQUZzrilEp2UFDys2aYTbDdZ/PZ9IkhrPEGrnZ87OlpSVEo1FbK3w+hcgkCNlehnsqIOaiZ5/wHZVk4OccG/6bZjK5CQ/COtoHLMvF9V+pVOyoTOZYcx4Ra9eLGxrnHu+r7Lk6RUtLS9a/HD/eUw213ovjbRsvC06qHoYdoXiHz+czYJpYlspFaMHZCYobEYNRkBGopZtpnM4/s4PcOXKBQMDSp5irWF9fbx5WMBjE5OQk2tra0NnZaXo1Jrrncjm7J3Esvj+ryO7fv9922z179gAAXnrpJbS1tWFsbAyBQMAWxfT0NObm5nDPPfeYR0aPY35+3mrUbdiwAeFwGJOTk45Df1KpFJLJJAKBAB5//HEAwBNPPOHwcDVjgBo0XjRcOuD0PrkoaExoWFUzqIUZWOYGqEpvUqkUNmzY4CAzWEyT96R8hMZOL05Y1XoRY1MWjZ6vGj6gpufUMkscF+rj2C6WVHJn2Li9MkYc6qEcOXIE77zzDm7evAmv12sRAxcswXwARtCodjObzZohooEBYOesKMbX0NCAiYkJu7fqGImLcwzYV7wP+5FGRo0INyk3O8nv0+vns3h/xdb17ypR0b4EasSg5rCSMeca/39JSvhd9X7dGjvF95WwUmUIf3e75+jGbmmQt0s6poSAL0hXeXV1FSMjI7bImSbEBQRUFx53QXWr2UgVuypbov9Oo6jGUisg83fccSKRiIUxr732Gvx+v9WSY/L8M888A6DKBnIBxWIxBINBLC4uIp1O23GDmUwGpVL1AJpLly4BqHqJx44dw8jIiCMUunnzplWdZQI/Q9tMJoONGzcCqNU247md9D49Hg+GhoYQi8WsGOeXv/xlPPnkk7bLcuGQsaQ7DtQYcYa0QJUh5u7a1tZmzCip9snJSQu7uDhUxsJnkcllSE/iSSUDkUjEkcuqzCMnPceWuzbHl2PrJhc4twg4FwoFhz6O3+d7cdfX/FkV6zY3NzuYYxZ44OXxeHDffffh7NmzdlQk2+uuvMHw1u2p1NfXW4Vhfpf/11CQ0ZB7zSWTSUu91DN7g8GgVclWJpEGUSU26rnx9zqmejHMUweDY6pGiHpFetv8TGEfAKZ5vJ2nxXvyWRryaj/qRqeaOSUneC/1tm+ny72FCL1tL6xda9fatXa9hy5/IpFAMpl0qO8DgYDpX4Da7r66Wj3bgR4dK0Gol0acQncLYhZADWgHnCeOc8dWrZdafgLGxK7YLlZkbW9vB1A9rGZqaspCG4a5+Xwe0WgUxWLtvM+VlRVs3rwZ586dQzAYtO+mUinMzs5aiARU5SUKWNPDrFQqmJ2dxdatWx3C1GQyid27d1tZ7u7ubhObjo2N2QHY+/btQ1NTE6anp817/MxnPoNz587h5MmTDhmDSiRUrsAQyF3rrFwuY25uznHQyczMjElfdAxIFNDzIRmiinx6In6/32QRLKPEcEO9O01f0nsytY0YE+VMCpdo6SnFDBlGFotF8+gIjKuoVucnhbtAtao0PSX11vr6+nD27FlHahk9JCbsc34TkybJwL6uq6vDwsKCtTUYDJo8gh4dq+qwdhu1mysrK3ZYtRZRyOfzBkXwvvSo1ZMhXKJpfOo16ThQnqK6Q7cHpPfQ7BsdA8XKqHdkNg0/d6eD8Z7qbWrkx7bwM8UWeam3qZfK1xQiq1Qq8PP0eM0pZKyuhQ0VLNRzPgkM6+AozsIHqVFTo0fmlhOBzA8XhQoqyaIxj+2uu+7CSy+9hNXVVTMymzdvxszMDIrFIqampsx4xWIxJJNJSxMBqhVRDhw4gKWlJezfv9+yK1paWqwMOhf+rl278OqrryKTyaCvr88M1czMDHp7e7F161brl3g8jk2bNiGZTBoYv379etTX14P9ze8y7J2cnLS0lVOnTuFLX/oSPB4PXnrpJevbxcVFw5gY3qRSKQsfuXApImb/ampZuVx2MOo0AAS8VfPGk+TdVWy4kQE1Bk5xXk5QLnR3/X8aBbcYXENXVhKh+FnnBzE5TUkkZsSLGzWJDfYNtWqa6wpUje2jjz6KEydOWNpfMBg0ootGg/X46uvrjWyIx+PIZDKIx+OGqQFVCKS9vR0jIyOOk9DI+lKsDVShEW4k7K/6+no760QXP4kBho8ALNcXgMMguUNIjuPtjAvT05Sh1Q3ILfDWkNytc2N/c65p+KkOkGZQudvE8XbPDUIkboPJe2hbGd76KTykR0Wjp2Jb/l3BSl4EgHXHZQMVo2DnupX+XHhcYNFo1CZFNps1gzI9PW1ey6lTpwBUPbqtW7fiypUrhrsRI4nFYrh69SruuusuAFXJCJ/HZ01OTmLPnj2IRCKIRqO4ePEigGpV0tOnT+Oxxx4zj6xUKmFwcBBdXV2YmZkxQ7VlyxYcPHgQp06dQm9vLwDg4sWL5rXs3bsXQBXDuHHjBjZs2ODAP9evX4+jR4/ie9/7nvXLnXfeiUQigbvuuguvv/76LQegqCjV660Wh8xms44dkuSAltsql6s5wHpqGhetgvW8byQSQUNDgy18llYizsTxpkFTeYeyfYoDcVNzi4vp1asnQTG0+4wLGlz1PshmKn5LQ6eyl0AggHQ6bRkmfD6fu3HjRgwPD1sfsN28wuGwkQ+8VPJCkTH7VjMD+BkFxMQf9T51dXWOasrsQzU+XIeafM8NRyUWahhVDUHsUaMu9pnib+wbzS3l93i5pTC8VJrmTlNjm2iQlFyg8VLjp+/OS71G9cC54fLf7D00/5ENd4cBPp/PPAndcUql0i1aNU4wneBqBMkgcdD5fzW0Y2NjGB8fR3d3t7XrxIkTxlTRe7t06RLuuOMOx45fKBRM7jE7O2u7K1CrJMt0Iup9YrEYzp07Z/mrQ0NDRk0ztHj55ZetpHa5XMahQ4cAVHfzCxcuIBKJ4Le//a09q7+/30GczM7OmoyFoSpQPWnqvvvuM+8JAF544QUcPXoUmzdvxre//W385V/+pWNyUMbD8aKnxs8qlYoDblAyg7Xsbpe0rR50uVy2MtTK9nH8NR2P4+0GhekhcI4UCgUHiaIhOe+hkgktlkoDTG2gHk9JqMXr9d6SUM/0RH7O9CWtsqwyhK1bt+Kdd94BAEsH0zBRc3E5v5knS0PDvmXtvvr6eof3SW9QNXPcGJi2x3fVtuq6I+Op2SXuHHU1HG4dGzdBTSWkQVUDqvm2mj2hkAc/Y/iq+kAaYGVv+Q70FNVbUx0t78v/67OUwOTFNikBJgROdTdlJzJU8Hg8DlaMWJyyL3oz1c7Rq3Lv7pywSnOrOJgvyoU3OjpqrOWDDz6IV155xRF2zc/PY3Z2Ftu2bcO1a9cA1CpszM/Po6GhAb/73e8AVBdDV1cXRkdHHQvyypUrlg/K0kODg4N2GpqG7yytnkgkrL0jIyNYWFjAunXrHP2xYcMGXLlyxdLCWlparJ+UcRwYGMCxY8fw+c9/Hj/96U8BVPHEV199FR0dHXjooYfwzW9+EwDwzW9+E5FIxLFZeDzV/FdWewFqYQwlQVzk4XDYQl0VHHN8Q6GQLUhimblczow9+9EdSmi+pUojNC0IqB1QTM9cDTNDJ8XNKFlQZo4LST0fLrLW1laThrDiTqFQsEKq/D1QDSvVqPN5lUoFx44dAwD827/92y26TmKeLJ2u/TIxMWHHPHIcstmsY+F7vdVqLyySoeuGxRU0HKXDoPgvx4cbHy86J3wvNzOv0ZbqA9kuhRl4qQOk36VR1bRFGjVNAOA8UKNIr5HGzu3pufG42xlqXcPaLr0XPyuVSmus69q1dq1d7/3LT2ZNQyE3G0KXllZUw1WmeKgmTl1y3pOeoFps1vpXVorf8/mqh5hQCPzggw/i0KFDOHPmjMMTmJmZwbZt2xwKfJbdYTUKoLrDZzIZ2/HZLnc5GqDGJM7PzzvCqz179sDjqdaE406XSCQQj8eRzWatRHupVLIKKsTXtm7dis7OTgsz6WG0tbUhGo2it7cXDz30EADgX/7lX7Bu3ToMDAygsbHRPu/v78epU6duCV2ZiaCehM9XPZFLxcaqAWP7NY1KvQYyi+Fw2DwEjrWKg3XsATg8F0YKiveo96S/o1fqzqRxq+upCnCPN3E3ir4pzmb2i+LNvLdW1yE5EovFbB5s2bIFQ0NDDrKMYZjH47mFDY9EIujo6LA2MOvB63UWp+js7MTw8LCjUkm5XDY2lu/Ksw+Y3aLvrNkFgBMGUsiIXpPCO/TiNbuCfaxFBIBaNKYXlQC5XM4iC+o4ucbp6TEMVo+S3l2lUjuBjp+rt8m+VU0uP9PvKHHiJjYYpvvd9C3FqAosEwsgrayHJ7tr7JPeVjeYhouiY7cYUY0MX4IhDotYPvPMM/j0pz+NpaUlC1MLhQLGxsbQ09ODnTt3AoAdVJPP5xEOh83Q5PN561RKUWKxGG7evGmgMA+VrlSqh3VPTk7a5Ojs7LQwSCfu9PS0GZAPfOADAKoi4l/84hfo6uoyMmNlZQXxeByJRMLIEgB2UDYAe4eDBw/i/PnzWFpawokTJ+xZ3/nOd/Doo4/ekv6jYQCvYDCIZDLpkEEQVtAadTwejqAwF142mzUGXUMpMu9sk9bH03mgk1vlRFTpa+hBgJ6YFp9fKBSM9OH3Wd+NJ7jxWZOTk44+IIgeDAYdhzcpMaJGmXM6kUjYdx9++GGMjY05jkDkHGpqajLWlc9j6hY308XFRSOPuOF2dHQgm82ac8EqOPy+wiUkTrhuFHx3M5Y0vpqFoUZEZSdu1QPbz83HzbBqGhi/y/YoOalhuDLqWuFZx5LrXNvIf9e5TOdI76+/0zFwS2v4HD8bqBOEE5cDTryGILdOEJWhsBPduhePx2OTxQ0g0uJrJ7Kz9R7JZBKvv/46Dh48aIZhZmYG5XIZ169ftwHbtGkTLly4gEQigbGxMcs2OHXqlJXv5uQi8MtyzFxU0WjUsD5mBcTjcczNzcHj8SCbzVrdtmQyiaamJuzbt89A7PXr18Pr9aKjo8Pqs124cAEdHR0mXWHfFgoFXLlyBV1dXWZ8jh49ipdeegnbtm1DOp3GG2+8AaCa8fDkk0/is5/9rONgmYaGBiwuLtrG0tLSglQqZd4QjSI9bU32LpfLVgpd8RkaxUqlYoRONBpFU1PTLUQTSQodL+I3iu3wecSsFNsrFosYHh42o8zipfF43HE6WKVSMU+H78X2UWcJ1E6KIlPNZ2WzWUxOTlp5L37GnT8cDjuKvR4+fBjHjx+35+dyOTMoStKsrKxYeiSxXmo+mbcK1DwMeoRsLxe91+s1TNTn89n9stnsLd6XbkLFYrUAq9bIc6/N2xEMajzVgKj2kXNI165bFqaen9vxYdTIS42U21vjfTQKoHOk80U3Vs5bGmXF8CwqJWumDWYHsGOVEdOj30hT66SlgVTxpzJXyrJwZyLTw+frrqSdS09ux44dAKpsFyc3wwWyU6yySyPR39+PdevWYWRkxHH6E8kPbVexWMTi4iLm5uZw4cIFANXy6g0NDZiamkIymbSBqKurw6FDh3D27FnT90WjURw4cABbtmyx074+/vGP480338RDDz2EcDhsIfn169exdetW+P1+k8h0dnbij//4j/Gf//mfaG5utvu+8847+OQnP2khFcepsbHRIXSNRCK4du2aMWvKMvv9fsfZpdyVOT4MRZqamsxzoofCyi1u0NpdU4z9wsXDi5EC5w3nXDweRygUwvr1622hNjU1Ocq80/hw0uuc4WLiuQ9ALU/W56tWu+F7lctlxGIx3LhxwzSEwWAQExMTJobmOR8NDQ3o7+/H22+/7ajuQ++Xi4mMJRUB/L3X6zWYQ6UwNHyqJWSVlUql4jgcnd9Vw8p1lc/nHSwz31lTwDifb8dQqkFwh6yqj2N6mUZx5hPXAAAgAElEQVRidFo4LvS6WIjCrXt0p4Cp96Vtoz1QO0Qi0+29qtCdl9vLY7vXyIi1a+1au97zl5/uszsU0Z2YHh29Bu5u0WjUdE2qg9PDanhRz6WAqrq7GsqpW02rT+9kfHzczk/t7e3F2NiYlekBYLXpmpqakMvlLEzt6+tDNBrFwMCAtS2TySAajZoLzqR+enwa8rBC8OrqqiP8PXToEM6fP4/JyUkLT5iRUS6XLdvhhz/8oZ192tzc7KhyHA6HHWl40WgUO3fuxODgoGn6gOoZGb/+9a/x1FNP4YMf/KD1UT6fR11dnXkSmzdvxvDwMPL5vJUA4neXl5cRCoXMw2EFF/Y1PSq/329111TyQeyUbeK5ISR29HwKxXWAmuaPnjT7luFqe3u7ZbLwe4oF8v/E/TQ8odfCMJbnplLzx7GJRCIIh8Po6OgwTyASiWDHjh24cuWKI+0PqIbAO3fuxJkzZxzvoWEhvRtihNRDxmIxq2vI9ZHJZNDR0YGFhQX4/X6DRhhBhUIhR71FlkBfWVmxfqIYXbMhWLlYvUd61DzDRaMuJSnYh/w3todtcGvg1ENT75FiXUZJnEeEvtwEg9t74zhqu/R5bnkKoz8Naen9qdTrfz1Iv+W98R8IYqogU3VXCsxSqOpO29Dy6gwJqKHTF3O/rMb9mtJD17pYLFoGw7333uvIfeXvfb5qccW+vj6btMPDwza5dRB58ruWoC4Wi+js7MSZM2cMx5mdncXc3Bzi8TgikYij/NOFCxfQ1NRk1Uvq6uqscskvf/lLAFXjGQwGcfnyZXzgAx9A7/9mUVQqFct+4EAeOXIE5XIZn/jEJ/Dkk0/aJjAzM4OpqSm89NJL+O53vwsA+NrXvuZI/2KbGMKz7zkObB+NXyaTMSOlua4kmlQRz7Fnmh7nBiehasDUyLnzJznpdTKzrZwHTL9SSIPf44JQkoRsKfEtLrpYLIZIJGKYZn19PWZnZ7GwsGD3jMViWF1dxfz8vIPkobFWnebMzAxyuZxVKwFqKU+s7qJrIR6Pw+fzOc5xSKVS1qeKuzH85TtHIhHTeCo0QKjFfcyoGlv2u+KpfCYJEv2MfcrfK0NLaELnD+eBO8uJ46sZG24MVw0S17Tew62bo0FzP0uNJd+XNkV//7/v4bcacux44iJsAIkEvhwXCXdVd2oYrax2jNLGioW5QVEtFshn6KCpev7dd9/FkSNH8MorrzgGmzvp9PS0pYAtLy+jtbUVnZ2dllaWSCQwMTGB3bt348aNG3bfSCSCmzdvOnICl5eXkUgk7ExWGuGTJ08iFArhoYceMm/m6tWraGpqwvDwMD72sY8BqOJrTAh/9tln8Qd/8AcAqrhjKpWCx+Mx7HFgYAANDQ3Yvn07/uRP/gRPPPEEgOqCnJqawvLyMr74xS8CqBIfk5OT8Hq9xuy1trZaP2p/aUFD9nc6nbYd2Ov1mkHQA3Zo7InVRKNR21zIxJL4cLPnKsMgvqZzC6gtDE0F1HQjPUKQ3+UC1HsoyUIjt3HjRkffpFIpdHd3G4vOPmCGjJIynNeaITM9Pe1IXdO+YvVmGiri2eo0VCoViyRyuZx9l+qFxsZGB/7Jczu40XN+amYKUFvkbrUE+0vxUs2YUAdHCykoJurexHgPHUMaHr6HOyJkP7HN9Lbd96ARVDzOnfGh370dPqd4npGcnKAcCM2GUJ1KpVKxhGbNs6yrqx4yzEWurqR2DAecDCxQM4DubAs+73bUNdsGABMTE4hEIjh06BAGBgYAwHZqJkgTtCf7umHDBiMoKEEZGRlBOBy2tKzm5mZUKhVs3LjRdnLd2Xp7e/HrX/8aQDXc2rNnD9rb23Hjxg0AsMNinn76aXz9618HUJWOXL9+HfPz81i/fr15eqxoXKlULIzhCVULCwvo7OzEV7/6VQDAj370I1QqFSwuLuJnP/sZAOCpp57C5z73OcexjFevXrWQQ/NHc7kcmpub0dDQYIU/WYmZ8gMasLq6Ossn1eKQTAXUxciUJPU8uLBUl6nMHvsUqO3YDJV1vDkXVG9GL0fnBL0GhUIoi9BjOXO5HGZnZx1eFlAzoKoR5IJtaGjAnXfeCaAaGYRCIdPuAbUUyVKphPn5eWPaCRuEQiHrbxpSkk80KIQMEomEwRrsi4WFhVuyU/iuJCBYy07XJz1Mjq1GUm5WUllNZTS5HhWW4BnHGknw/qpNBWoZHGqUuOFpXUV9X/ef3ali6gyp46SMreoL/X4/fBs3bnyC9DgNBD0t9fS4COjxVSoVNDU1meSAFp9H8Sn7ygnp1k9xZ+ageb1eOz5xZWUFCwsLxmgpi0ZGj22Nx+NoaWlBIpHA+Pi4ncg0Pz9vg5ZOp63i8Llz5+weiUQC8/Pzhj2Wy2U0NzfbQdEsSNnb22ui4Hg8jsXFRZMiZLNZtLe3o7m52cTDo6OjGB0dNe+Qmr5gMIjx8XHMz89bxYtUKoW6ujrceeedaGlpsWKgLGjK5Hp61rlcznGW7eOPP45f/epX5iEwfCe+Q0+Mm0pjYyMymYxtMOz3YDCI/fv3m4FjeEjWjwtHdVXlctl2Zk3/Y8ikGjD1kBVj41jqLqysO3FjLkYab3qTHAOdG/yP3iglNKurq2hra7M2c/PleaTUgHHRqmTB7/djdnYWyWQSHk9VwMtQmpAPU+QY+SSTSfs7N3kabWVvOR4NDQ04evQoAoHaCW6zs7O2iPUsE64Z9hvbwj5zs67qWSomqN8ljquwA+cTozoaknK5bIJ1NSwejwfxeNxE0OrV6vrnGKnR0miDl9s703njNticM7QpvOca67p2rV1r13v+8nV3dz/BXZKWlRaRVppeEeNwWmGW66FaHaiCyGS6qM3SHZH3JVhMT4PeFMsKZTIZ+4/uKPEeWnLiOtls1pLqW1paMD4+juXlZTujs1wuo7OzExcvXkQikcDBgwetPNPw8LAdvsH/WPJHw5v29nYLNTKZDLZs2YL29nbMzc3h6NGjOHfuHPbs2YNQKISFhQVcv37ddjwKjNvb242B83qrCfDxeBwjIyPIZDLo6upCKpVCf3+/FWjkLl4oFNDZ2YkXXngB7e3tljqXTCbx4IMPYsOGDXjrrbcsdKBnoSJtBbDpDfAgGaAKUu/YscN2cXrRZNt13HhyGnEsegeKkyihoWGHO1Gc80R3fobdfLaGJQqjUJjMucBwc2VlxVGkYHFxEaVSyZG2xN/7fD7z+DgPGZFw3tNraWxsxMjIiMNj5tqhh0xtF6usdHd3O8qIraysIJ1OW+ShWrGOjg4cPnzY0vqy2SyGh4et8s3Kygqam5tN6UAPmn3G+7jFuxx7tlvnBPuB81+9L00a4NiqykLHW+GKSCRikAPr6fFST1Q9Ms5L9cTcdkefqb/nPdi/7swJP0MLLT/DCcuXUQaGLj3/TleXuIJWOtHf8T5uNk4nvTae7dEcPi5cPW+BE4w107q7u7Fnzx4T2fL3PLXq0qVLRt/ffffdyOfzlneocoGOjg7Mzs4aNhIKhdDX14dIJGKpY0DVOPT29uLcuXP2LJ5gXiwWDTtbWlpCW1sbGhsbcfbsWQupotEo6uvrsbi4iF/84hf2+0AggCtXrmDDhg3W3nA4jGPHjuGNN94w49Ta2ooLFy7gAx/4gNVRI37IisZaONOdLcHQk0JaLhAW3NRqHJoS5mbQeBgPf88MGsVZFStTsamKi5WJpWTidhICGmMAjs1ZZRBLS0tYXFxENBo1/JObOu8N1PA5N2NXKBTsfdkuHg40Pz9/i/CdhpHrhn9XIS4NCfOG9QjD1dVVdHZ2WmibyWSMjJmennbIhEg88H25tjQ9T41RsVgrwUWJjoaI3IyIRWtSAN9BSUQaOyUNmNfrrl6imCDHQKuvKFarxlovxQ3dmTY6Z5Sg0uf5Vd/CBrtfli/nlhtoYzhplJRwa2xorTVBWgFKfQl2gFYu5v/ZXg5usVh0AMPr1q2z3EN+l3mTzG4Aqnq3Rx55BOl02iE3CAaDKJWqx+fdfffdAKqLhmdWBoNBM3TRaBTpdBo7duywvNrz58/j6tWrJmUAqpkZrEzc1taGd999F0AVaD548CDOnj1rkpWrV6/C6/WisbERk5OT2Lx5M4BqRsiBAwfw2muvmZYwnU7j8uXLSCQS+LM/+zMAwG9/+1vDfBQEZl00nYh8VzepRMxSa88pWE1DqfIgTQ8k0aP6J8XoVJqgTD+fxYWoSe18digUcqQkVSrV3F9l+uml+3w+tLa2WsoeDbJbF0bQnV4oAJPcEK9ku++66y7bTPgZU9ZCoZAjjY3vQYC+sbERxWIRk5OTqFQqNm/ZN6xEDdQICp/Ph5mZGWOON27caDiqe+2urKw4ClXwvm6ngkaJlxoXki1ATUKmOJ67z/TiemXuMFlodXDYHjWUQM0hUhtDm+E2lppVpQaQG8kt8hJSydwFvF6v1TDjRNKcQoKXbARfiJ+RSalUKg7qm5dqsLgr6YAxfNA0F748X4BWW3MMmTazvLyMgYEBTExMODRE9fX16OnpQTqdtgl07tw5xONxHDx40MTIAExCEgwGbSJeunQJe/fuxejoKGKxmIlze3t7MTo6asJjoGrostms5SgC1RSy3t5erFu3Di+88IIthpWVFQwPD+Oee+7ByZMnrb+np6exZ88etLa2mlFMJpPo6+vD448/bqyr11utb3bmzBk7mvHpp5/Ghz/8YUtJ0oR2LdTJ8aDnot4XQ+ZIJGJjQc+AXiCfz91eq1Lz3YCatw7A4SkoSaUpg2wXJzdDOP6OoD0/Y5tYohyoHUFYKpVw8+ZNm0cbNmwwz0H1VyqzMEmCv1aZRdlFVk+hl8i5yM2RmwXXEY8J5X1YSDOdTt8S6nd2dtp4kVn2eDxIpVK2kbLKi3oyNFQ658nOkmjUcFXFxuwD7Xs1YG5JkI4b+5BwDA0j+5PPcEtG+Hf1yJQc0rlAGENFwKoZZNtZet7tEfp8vjUyYu1au9au9/7l190YqNUcU40R3W+GMxoH+3w+x46l8hLuAAwv+bkb81HtjRugpOfABGaGKbwvcScVSRYKBWzdutXSmwBn6RjuuPX19XjjjTewfv16HDp0yL7b3Nxs52uydJPXW61G8u6772JmZsaEtbt27cLTTz+Nbdu22TvMz89brT2+K7VTP/zhD+092d83b97Egw8+iAcffBAATCoyPz+PiYkJSyMbGhoyDRjfobGx0Q5VZjXlDRs24EMf+hB+85vfOHY3er6RSMQ0f2xHW1sbFhYWbGxjsZidbaAyBZIDWueuXC47PH3el9iUepQ8tYy/40VihONN3I6aOQ0nGUqyrUzN0+9xnrF6CL+bTqcxMTGBjo4OrFu3DkANJ6WnpIJhlZtwHMvlMg4cOOAonU9Rs57RQcJGdWUzMzPo7u7G/Py844Q3ahNZcYXv4PP50NzcjNHRUSM0UqkUWltbHd4b55pKPUg0kOxRj919KUyl2B9DXBUsU37izmLSTCheKtnRSM4tfeEc4P/dGJ3q/PhumqXFdt0ODyyVSvAz9FD1urvhDA1YgpsDR0OiZViUTdEOp25JgVk+T91qppfwd7xUG+QOfYPBoIXQdXV1CAaDGBwcxMGDB01ITHbO6/UaFhaLxXD69GkcP34cX/ziF+0d3njjDTQ0NGD37t34zW9+A6BqPBYXF9Hd3Y2Ojg5r28LCAq5du4Z77rnHyjRxgegGMDExYSdM8ehFABbujY+PY9++fQCAvXv34ty5c5iYmEA0GsXrr79uz6KxOnz4MICqwLS1tRXt7e3Wh5FIBF/60pewefNm/N3f/Z319+zsLGZmZhznF3C8mCOsaVpU+uuGxVxmLfzJxcwxYh9wI6OR4cJgezQvlgC9jrfH4zEdpVtBr7gsy8O7M1k4hxkuAlX2tVKpirOZIXPgwAELv91CYuJcXITz8/MIBAKIRCJGVM3NzcHv9xvDzos530tLS46Cr1z8Xq/XSjrl83lLQ1QSIRgM2vGabMPY2BjWrVvnwL14gJUSSnRObgfsUxHgTrGjI6G46v9L13a7dc+x5JjT8SBey9/zP44v20sjqzaC9+fv+V7udql+UjFVr9cLPwkBxU44KTRfze+vHZun8bfH40FXV5c91L0QOAi03Br7c3KxKCY7T9OB9IWJGfHi7kvQnJ1QqVSQSqWQy+WszQQvH374YSMSTp8+ja6uLly7dg1PP/00/vzP/xxA1XMaHh7Gnj17HMe2sfjB8vIyDh48CKB64hfZSZ7LymPvurq6zKjOzs7i9OnTyGQyjh0zHo+jt7cXmUzGSk19/vOfx3e+8x0sLCw4DnFhscfZ2Vlb5A8//LDJfBTDCAQCOHz4MJqamgzEZgaE5lrW19ejoaHBwTACNQOmAtfFxUVLP1KiSdlL3Z1JJrgxQnpImudJOZKOrW6aHAduduo50UCUSiVLvr927Rq6urosHZDzqKenB6VS9YAhTZ5vaWkxY6KGhlgg+ysYDGJpaQnhcBh9fX0AYP3Lwpm86KXyjAm2lX1SKpUMd6Osie3hnAmHw0in00ilUti0aROAamFXnlXLcaBh1/EgtqXyE44T15iy2VRK6Pyk0VHjQ8ekrq52uhq9NmLA6v2R/OJnivGrY6NzSKUkihHz/7czdor3KbFRLperho5J6PwCS3UrO0q3kOwWG0XNm+6CtKJ6wpF6CzoZaMWV5dHdgDueVoTVgeTuzhcMhULYuHEjkskkpqamzAAyHWd4eNhxnBxDsWKxaH3ACXX16lXrXMpBFhcX0dzcbGTEc889ZzuzesPMaGCFYVbH8Hg8jsNaWltbMTEx4ZD4XL9+3cBiddfpJa+srFh1Ww4umUt+j/9961vfwl//9V8DqC4QerUKAGuNQb7v4uKieWoaDronlGYFMFTjGOuOD9Q8Qs115JirXETnCN+ffZPNZo0NpaGjh62VbFdXq4etd3R0oKury7xY6rwCgYDBD6FQyIiAixcvWjtoJNTzIVvs9Xodlarn5uYs6uE7B4NBx0YL1Cpdc+GTla+rq7Oah1wLiUTC5mQgEDCyrKGhAalUygq88v4kHW6nfeMz+F7u6IoGhRsR78uT25iJwWe5Q0m9NL/a4/Ggra3NQRRxXDV8BWqbGOAsCMr5ppCXhuI6b2h7+F3OzzUyYu1au9au9/zlZ1igUhK3S6i7st/vN00SZQaaOK7H66nnpeChUup0XellZTIZh4aKdd82bNiAtrY2VCoVw1Z4kIjq7fz+6vkBLJvDdnE30fr/FOa2t7fD4/Hgxz/+MQDgj/7oj3D58mXcuHHD2trR0YF8Po/JyUns37/fCgCw0sjExISD0AkEAhgZGbHdZnFxET6fz7IcCITPzs5idXUVS0tLOH36NICq5/Xxj38cMzMzeO655yzsoU5LCaFf/epXOHbsmOM0ee6e9fX12LhxIz7/+c8DAJ5//nlcvHjRIfhl1Q4t18R7jI+PY+PGjQ7Pnv2mYQxQK8vE3xMf03nEkEiFpXpfJZW4uzNMdSvxqWnknIlGoyiXy1at5tChQ4hEItZ3DPUrlWr1FR5qpOPV3t6O8fFx01ny+16v1/DEXC5nnhM90r6+PhQKBRQKBUckRImMEifE+7SSCC8m9KsMY3JyEslk0qQTbMPCwoIDe/P7/eaBKimgonqd94yCbqdrVECfh5PrWuLYKv7K+6uIG6hFYipp0t+p5k3ni+J2vCfniUqPVEfHkNedDQQAfk3U5QNUqKkvwRQafRmGre7S5/9fQKHiQGyU6uXoJqfTaZugo6OjaGlpwaZNm6ycUaFQwOjo6C3MVn19PZqbmw2L430nJiZw9OhRw/lOnz6N3t5eE6EODg4CqBIHzc3NuH79uk1wMtHBYBDt7e2GyywtLWH9+vV45plnHM/q6OjA2NiYvdfo6KiVQmLpcwD4xje+gVKphO9973v2++7ubszNzeHEiROO0kWFQgHFYhEtLS22Afzud7/DY489ZvXU2KaZmRnk83nccccdtvh9Pp+VheJ4hcNhLCwsWJUPvm8gEEAsFkM+n7fn325C8j04rrxvsVgtba6aLD1kiQYHqBFSKgbXhUvch3OObaGxIHarhQFITDDNim0IBALGbirD29zcjFKphPXr12N0dBRAbZF7PB5HzUO2iX3Q09OD0dFRIzq4uIjZVSq1czdisZhhkmSL2Y80dFrqP5FIGFGkoVq5XMbc3JyFz9wUFhcXTVOqAlr2P/tOda98FsfNTWDweUom0HjqxsSNTj/3eDx2WDcxSGL+t7uHW0Tsxul1Huo78s9quNkvpVKpmhmhxIGCgO4b304wyOoFmorCSyctO1rjdPXytBO1eoR+nsvlMDo6apOGYD+Njg5UfX29HXkIVAe0qakJr7/+Ot73vvcBqB5BODAwgE2bNuHmzZv23ddffx2f/vSncfr0aYenmE6n0dPTg0wm49jd7rvvPvzgBz9w7FKXL19Gf3+/GeqxsTGHnIAG4lvf+hYefvhhtLS04E//9E8BVBfIyZMnsX37dhw+fNiM2unTp5FKpexkeH73+9//Ph588EHzXmZmZhAIBLBjxw7EYjErSxWPx+0QH2I/FMASi+P4jY2NWfUarWBDTJTvoUp0MvgcBwLWnF/MnODOSyCemKa7xA8JBp51oXPR4/E4cla1dBj/nUJjxRmZd6kpiiyiSU9YJUmc3yrjUGyRz9qyZYsdSMR5H4vFbFNh+4lHk91Vz4kbA9vV2NholXAUh6IIWdlRNWZu8J7rSY0ANxat8wfUsivU+LhTrzgP1KtVaYfOI5/PZ1V61NPVwryK/RE3VFvDz/R7fL5ursyg0fFin/vd6T2atsLBCYVCDraQnaKD586H1YFhI6lBUheWi4S/p3aIBIHWIeOgccfLZrNIJBLo6uqycHbdunUIhUKYm5vD9u3bjQzwer1oampCQ0OD5cUWi0Xs2bMH77zzDnbv3m3SgJs3b2JychLt7e1mkHj0IaUF1NdRv0QKnfcFquytkg5MoC8UCkayBINBDAwMwOfzOTIgksmk5a5u3LgRQFU2Qq+SE2xsbAxnzpyBz+ezVDF6BrOzs3j/+99v5MqpU6dw9epVG0sAxlpzw1H9FNOhaER4OI7OF03E11OtWA+Q2jkdQwAO46PeBMdbySn3YvP5fI6MjWw26whfgKr3yzQ4bS/bpiGjXlyEenFO6qVGhqfGMceZfcTMBz1ekid1tba2IpfL2Xt2dHTY0ZQMnZuamsz4ah8UCgVLWyQpRm9InQ7+2e2RabECJfi0xJZKvPhb3WwYyqrnRL2eHpZULFbLd7HN+nw1XEBNsaFRADdSlfhwvqnchO/LtrihFUsB0x2Brroe0UZ3nTIEfg7Udj5edCc1Tmd+XTAYdHiLbmaIriYpbPU2yRjSoLS2tlqdN0oFbt68aVVaGxsbzShPTU3hyJEjSKVSGBkZAQCr+9bS0oILFy6YXKC7uxsjIyO4++67zfhUKhUkEgkEg0HH0YgtLS148803HbtYqVQy3RA/Y+oZQw0asdbWVjQ1NWFwcNAMcGdnJ2KxGFpbW1EsFvGJT3wCAHDPPffgySefxPz8PNra2gBUd/3FxUWcOHHCPKQvf/nLOHv2LLxeLy5fvmypYYcOHcKTTz6JT37ykw7PixOLTCUvhpnsb14MU9yfaejb2NjoKPnt/q2yk5zg6vlQxsMFpUwiWT0NPekJsV1kZunVMWwifMI5DTir9PKZHEcaA77X7Ty6fD6PYrGIjo4Oq7bDdyCjq0YqGo0alMErGAwikUiY1AeA5WVrv/J9c7mc46wUGjmVinEToret4vtQKOSAJejxMfzT8XX3F9e34nqMvsiqa4THU/m4YbrPuVDvjbZCI0NCJXq0grZFnSx9F46h17t2CtjatXatXf8/uPwMuxR85O6g4SKrgdA9BapsVyQScewWGtvT8yPgSB0en0XvTp+t8bkKPbWyMcO+w4cPY3JyEnV1deal8b6ZTAapVMp2rK6uLmzZsgUDAwPmtfT19eH69evYsGED8vm8kREPPPAAhoaGsHHjRkdpm46ODkxNTTkYv09+8pN4/vnn0dTUZGEbwWBqDIFaNWWWHOfn+/fvN1zxxIkT9vujR49ix44dOHbsmKPcdi6XQzwex8MPPwwA+OlPf2p9RMHxxMSEhYBvvPGGeaoNDQ3o6OjAX/zFX+Bv/uZvrL/UY1LWlTpJZQHJkGvKHlk4VdGz/LfWu9PUNcVWuBMrAUZml96aplXxEGnOOXr6Hk+tqoom+isexKtSqTgyMdgm4psA7IxSJRP4PWr/2P5QKIR4PG7eC+eM4s38rhYoUN0fPT9+d3l5GVNTU8jlcnbSGvtxdnbWUWW6paXFSB16mopV6bPoRelZwAxPWWlEPUV9b445x4b9qtVQyuWy9W0ul7P+o2aQ6YIUpSt8RrhDn0mvVJlqhcdUl8vvKmRRKpXg5URi4wkK80g74jSUNhCjY7ihaT6aRaAAqA447++umaUvxpenEJWhMQWZe/fuxd69e/H222/j0qVLaGhowAMPPIAHHngAbW1tmJ6etlB2YWEBCwsLGB0dxcsvv4ympiY88sgjeOSRR3Djxg3s27cP586dM2zF7/fj1Vdfxc6dO3Hy5Els3rwZmzdvRiaTQU9Pj4X1ExMTmJiYQGNjI2ZnZ62kfFNTk72DvhvTwliCKRaLmWp/bGzMCivm83nE43GcOnUKoVDI5AwrKyuYm5tDsVhEX1+flYW/++67LfykxOHUqVPYtWuXhQtXrlzBlStXjOJ/9NFH0d/fj/7+fstA4IRlf9MgMwWJYQMFy8Fg0Iqg6uFJHFsKnmOxmP2ei5CbIOcc5xH/zL+TeeVvuCD4HT6T93Hna3KOcXNWciwUCtk7cHwoGlephIZ/Oq40tCxjFQqF0NDQgHXr1jmexSwhrgkKjZX4oHiZ64zzSI3WysoKGhsbrYx6qVStyrK4uGhsL1SMlzYAACAASURBVMnBbDZr+b1cS4qP6juzf/l7rlG2V/Pc+R8NCmVlDA/pEFFOwjCUZ1lQRZFMJu25NFxc77wPn8U2cXyI+em463/8nN9l+/z8gpbUoXFSJosTXLU3xCC0iKGqrd36FjZAmUzu4rqzscEKftMIhkIh28VmZ2fh8Xhw9uxZM2xMzh8fHzetGt/hzJkziMfjJrdIp9M4d+4cPvzhD+NnP/uZQw3OAaNebnx8HIFAAH19fVY1FqiWZGJaFX9PtpLt5MXjHlOplO3q4XDY8ofp7Vy/fh2dnZ149913sXHjRmOVz58/j3g8jm3btmHXrl0AYNkWzEMGqqzxfffdh8bGRszNzWFsbAwAsHv3bvN0nnrqKQDAI488gmw2a5OCBi+TyZgh44TUcxYUCHYflMPvql4KqC56GkCtc8c+0CiA84Tt1UR7AuPqKdLz0mwcep36ezKefr/fWFt6qCwKoPOX2CPnISUhms1DIJ/sNQ0JyyzRswSqubLd3d3GMLNdjY2N8Hq9jnONPR6P5a9q1gcjg8XFRZtjqn9V9p/rme/B39OIqWyHG4Iyx3SC3MoMzgP1xjS7RouPkoTkZ3Nzc4hGo0ZYuTVzim2zrW4JHO2QRpjKxqpXWKlU4Gtra3vC4/GYaNKtUdH8Nxo/Cm1paRsbGy2c5DmaZMb8/lr5bYKYOpmpoaMlZj2plZUVLC4uWkFMUtQejwft7e0ol8tIp9PmheVyORQKBQwPDyOZTMLv92PLli04cOAA7r77bqRSKWNOi8Vq4cN4PI7x8XEkk0l84hOfwOXLl82bGB8fN28GqBq/kZER7Nq1y4phdnZ24pVXXrHiBtw0lpeXEY/Hra+4EaiAk88JhUIYGxtDMpm0w3DS6TTm5+fR09NjCyubzWJgYAC///u/b0f1ZbNZ/NM//ZOFjuFw2CZPIBDA3r17ce3aNeu/rVu3GozAUGjPnj149tlnjXRgCtLq6iqampoQCASMjKCBoAHUhUCBMndiZTa1om2pVEI8Hrd6h5wX3NH5H704TmZ6o7wHJz9/x8XMhUZvgu3kXKS8JBwOO5jvUql6gBIZT44Xn6Njy+iCc4+GjNo2LXCgRgWoaTxHRkbMq1ldXcX+/fuxfft22/RpTH73u99ZjnUsFrOIiIdItbW1WfEFEjzcDCiippPCd1AhtptUojzFTUbwHdx9zQ1GvUTOAY4fN0Z+lxsI7Yjeh1CWe7Nh6K0GjMbRTUKoZ2e511i71q61a+16j19+WkC6sNyNAKcKna6kVmKg1+augsAwRNNe+Bzu4EBN/c5yNnw+T5pXgJO6qUAgYFVCiBVpDTEKMScmJvDiiy9aOaNHHnkEjz76KJ5//nkrp7R//3709fXhxIkTOHXqFD71qU8BqGYbTE9POyhxnmXp8/lw8+ZN8/RmZmasD0hcEBTXkuUM2eg1sz8TiQQmJyeRzWat0gkxilQqhfb2dnvfaDSK3t5epFIpCz2z2ax54QTMA4EATp48acfmMWR59dVXcfDgQceuuH//fvT392NoaAhLS0sWUhNX0h2TIZNKMDi2xJNUekHAWdPCOC9USqJegoaj9ExVwMr5qAQY8S4FqBVQZ605toE6RIVQWMrJLVInbnS7e/Hiu3o81QwbesAzMzO3pF/Ry6AXzvsylJucnHQUUVhcXDTRtcpDCBERWiG2q22dn5/H1q1bUVdXh4mJCesbwhHBYNDehV4bn6WRHQkSN7FBrwmAZUwp1ATUUui41nm/TCZjGLDimYwOdKyB2prQ+cI+0JCc99f54vF44I9EIoYFaOM0xKQbWigUHBNf2R0ufJaLUePFCcsGKBHBgVFWi21QvI+EhJZ/bm1tdYQVbAsnZ0dHB55//nkAwEMPPYSFhQXs27fPnn/hwgW8733vw9atWzE2NmYDeeDAAZw9exZDQ0P2Xv39/WhpaUEqlTJjDFRDdS5EvoMacB0wFg4tFosm7j19+jSWlpawceNGe7dCoWCaqlKpZKlS9957L+bm5vDCCy8Yw6olcdh+6qtGRkawbds2w+iuXbuGBx980Bhfjtff//3f47HHHrNTpoDauQLK9im0oZOR76fGg0p5AI5qMZxPCmwzK0F1k1xwbqKBC0wF6axBSO0cn6Hlz7V8D+cgwy13jqVqsDQ0BZynXrnxx0gkglAoZAczRaNRZDIZy3jQvtLQFqjO5VKpZBk8nBvsB7ehJ6REQ5dOp9Hc3GxGlP0yPT1thJDmwLrzzt0KC3cKldbJ46akign+xq2L5b3J8vIZLEEVCoUcmQ23K85LA6wiYGJ+ivkrmaIMsNfrhZc3JVsWjUYdRgqogegUPyYSCStbpHib4hluRTU7h4aIlps4CvEO5oNyRyezxYNbvF6vAb/EwNwsDVD1lEKhkLGmb775JiYmJvDSSy8Z29bQ0ICLFy9ifn4eMzMzGBoawtDQEAYHB7F9+3bs37/fMBSe4TA1NYVIJILTp0/j9OnT8Hg8uPfee1Eqley+xWLRSkQpbsDsEMpsmH3Q2tqKjo4O+8zj8WBmZgbFYhHLy8vo6elBT08PJicnMT8/j/PnzxuTyVpsXq/XxiUajSKfz+P48eO2yOgNnz9/3pF2x131q1/9KpaWlowZy+VyRo6QQeOEVQNOj5IGnPcljqfYZSAQsH5X0JjeCr0GxWI0zYpkFjEhzh8mwis7yIwMn89nJAirGzPvksaGWBLFvsr00uviHOT8UkOvi5DYI58LVKMR3Yx1sWptOo+nWgCVvx8fHzfPV5l6tq1cLhvTzuIQJGZoiJWldBsebkZsC5/LtazplG7jpQbOjbPqGqf9CAQCjvtXKhWrq8j5pSSnGis6Q5xb/B6fQbVCsVgrnsAxtA2MymUtDEhAUuub0WL7/X47FITpQarR4a6vQDDZEE3i58WwgRdLZ1O1ze8yXCJTy3aVSiXHeaJ8bqVSTRrnvePxOCqVCrLZrOWOxuNx+HzVChGJRMJRtSKfz2P79u24du2aDdb169fR1NSEvr4+KxgwNzdnh69Qfc931GqzugvqQj58+DBee+01RCIR8wi5cEhOaJ06MnUacuhC4Rjm83mk02lcu3YNO3fuBFA9DOj06dM4fPiwpcyRHf7IRz6Cf/7nf7aE9ng8jlQqhba2Nsc4MlTVIgxc1NwQATg8Fg1RaczoWfHigtQ8Tc4lzbxhpFEoFBwsJFPjGJmwnZzwvC/PG1WJk6ZPqTcB1Iq7ug/n4TjxUo+Q40BDobm67Du+P39Hb1+92qmpKTQ0NBhRxXmrIaCmm2WzWUSjUft3rVGoTgCNkpu5puG7nfxLz8OlM6LZT+5+01xXOjucsyR/VldXMTMzYxuqbjzuSw2feqZ6sV+pmmC7vF4v/MS4tLw2NVl8oGqttCHMTdSG6WJW95GTTjEELmgaN74QP19aWrKX4q6i9DnxkI6ODutwinFXVlYQDodtoHO5HC5fvoxr165Zh99xxx1WuWN1ddWEvvF4HGNjY1hdXcXevXsBVMW4k5OT6OnpwfDwMN7//vdbG/7hH/7BPEwAlnZE74594PNVK1b09vaitbUVAHDmzBm0t7cbo8Z+bWxsxPXr1/HBD37Q3i0YDOLixYsONoleinobOpmef/55fOUrX7E+9Hq9+O///m+Tx3R3d9vi+slPfoJjx44BqBpwVvRQsS7vq+XsNWWPY1sul62aiDu05v/ZXrLQlCFwgio2qNAKP2Po6ZZkcLzp0dHb5DPJ+OmRjWoENCxm/i7fS7WivFh2nm2iQeARmdls1uZWPp/H9PS0eUE0KHyX9vZ2m580bMSxGKbSS1cvi3NeC1wy5GbKl74XNwI3BMAwnwZOPTUViTOCoYNkBuV/DRrHjuOiBT3o0Xk8HjsbhW0C4Eh3Yx+51SBqWN0GTzkD2pc11nXtWrvWrvf85aeWix7d3NwcvF6vufiAM+1G3VNlopQ0oCfDXY+Yn2J1vMhMqudTKBRsh1er7fF4DN/hsxYWFpBKpSxs7O/vx44dO0wLpsLD3v89m4Fnop49exYdHR3o7u7G8PCw7TiZTMYyHCjW7e/vx/Xr19HT04OhoSETam7evBmPPPIIBgcHce7cOXsnAI4DtLkz8hQupsP83u/9njHKTOt66623LMTW80spNp2cnHSE76yIoR4hw7iZmRlcvHgRALBz5068/fbbAIA777wTQDXkYcjZ2NiIv/3bvwUAfOUrX0GpVK0/yGclEgnzlHQeEC9TWEIzHThefA4/p5emeJiWDVKtnPt0r2Kx6CB/+F03hMJQn79nyOgmKFQA6/aIqAEDYJEJdWj8var4edHT9Hq9VuRTcSSSMPxzQ0ODI0QtFouW2tXY2GiQ0crKioMEA6oVbxYXF9HV1eUgCZlGqSQB30dJDq0aoqmXVGRw7QE10bYe2KMiY4UQuP7UA6WGlJEPPVXiuqrMuF2RV/6Z80q9N0044FUsFquFN/1+vzFxKtrUB1B5r+EkO4nKet6U7iYnjAoGATg6h+lhXEwE4+mGc4ISw1EWkOCkno5+7tw5A7ZbW1vN6ESjUTQ2NmLLli2W+5lMJpHL5XDmzBm0tLQ4MhnIdtHQ7du3D5cvX0Yul8Pu3bstt3Z+fh6FQgGbNm2y3w8ODhqWwwlOAH3z5s3YsGGD3Tefz2NkZASZTAaPPfYYgGqubaFQwI9+9CP7NwBW74ybDt+L4beGzgzRKpWKyWkOHz6MhoYGpNNpq5RCES1xjd27dwMAPve5z+GZZ54xgwPUGF633EgrVZBhZTirxo8YkFuiQYKmVKodFkMROEXiynbS+HAeUYKhWRz8c6VSQS6Xs3aR6eMz+F0Nv7mgM5kMMpmMQS68aKDUcBCWUAUC710s1kqLFQoFI5AmJyetCg1xx1AoZPgvxzGfzzvgGc4nZULz+TxSqRTy+bzjsGxihAxL+SyOnRbj5P1CoZBjzAmL6ObGDUFZckqHyJICtaKqzH7hPOG9Va0wOTlpWL4aVUIabiiM/aB2Sok/fub1euEPh8MOa08QPJ/P2wRlagxfRo9GJO6jOzmpfU4kZdSUYFASQndi3kMHh6SJTtBSqWQTWD/jbjU9PW0GdGBgAB0dHdi4cSOGhoZssLZv344jR46go6PDzkVdWlqy/EE+M5VKmYYsEAhYjbfJyUlcvXoVBw4cwPbt2wFUSQOt+QZUF8f+/fuxZcsWnDlzxgwNqf/7778fv/zlLwFUPZ9169bha1/7Gr7xjW84pDeVSsWIFb4DjaqyoXo6Gp/19ttv48iRI3jrrbdMm3fs2DFkMhnEYjEHwP+FL3wBb7/9tsOoknDRZO5SqXp6FTE5JRM4KTlGvBdLMhHf0QKUNELUpDGxnhOf3p16Rmzz8vKy4zN6aMzXBmqbq5IK3ES5QBV34pzXz4gTuyUZZLHdMiPVWJKBZQSl+CWNAZ8VCATQ0tKC0dFRq20H1HRszJDgfcbGxrB+/XozdNxolpaWrF4e30EzFDiO1NC6073o0alXy3urZEjvxYuenNtQqZHk2HIz8Pv9JrEho67cgJJ5xAY5tnSo3ESob+/evU+o288G0RK7NUU0ivqdSCSCjo4OMAymFIQMFFOg3GC1WmJOUNbdz+VyRj1zt9PdlswdU3vUgnMhspNLpRJ6e3uxuLiIiYkJm1wDAwN49dVXMTQ0hHK5jJaWFiuhTg0U350VUVjbjIuDbOzQ0JAZv/r6ety8edORWE6SZHV1FZcvX7YF8KlPfQr79u2zwoT19fW4fPkyFhcXkc/ncejQIZw4ccKYQy4yvgPDfNWmJRIJy7PkJPV6vbh58yb27NmDhYUFTE1NYWFhAa2trWYUmGTu8VRTAt///vfj2WeftfuEw2Grs8fFwolI+RG9L3oHBNJ1otODUkG1ilH5XW5uKlBmPTcKfFWmob9lGKPei8dTPZqTaVhsb7FYTTin5IIRCr02JcA0omElHubJVioVE6trIQq9QqGQrbV8Po+mpib4/X7cdddddlA1CzDMz88jkUggnU7bfCcxww1OPeNyuYz169cjHo/bc9mPqk/j6XIUc3M8lYhRQ6ISMV5KZnDMFYJi+El5Cu/JuaFjrelfq6urxhYrWaSyGb3YPiVW+Fz17NbIiLVr7Vq73vOXb9++fU/QuitmQStNl5TuIHciZjP4fNXDf7u6uhyqc5IJtKoqEFbNEb0FeorFYvWg6NXVVSsXTWwOqFUy5S6jBAfbrILK/v5+NDU1ob29Hdu2bUMgELCTxrhbZjIZ5HI5bNiwAfX19YhGo5iamkI+n7dwiLs66fB8Po9kMom6ujr09vaax8iDaSjY5OFBHR0daG5uNjHuRz7yEfT396NQKOD48eNWvYT99qEPfQjPPvusiSnD4bADf6DHSu+I/ev1epHNZm3MVldXHV5yLBbD/fffb5kVuVwO+/fvN+CeHgpDzPvvvx8///nPDb4gWEwPQcWxrG/GeUIPVAXKxWK1FFI6nUY+n7e2cS4xdU41cIoR8b/6+nosLi6aYJSeP/uI3hjbx7YFg0FEo1HEYjGHR5dMJk1nSa+E3g7HkV44+4jzlHOZBRiIv/IzYmQaMnZ2diKdTptHd+eddyKRSODSpUtWlYepkMSr6bEwutIKy8wK6e7uNiKNBAM1qYScdDw4XtTNEmfULAN9Jr/vJgJU3kNvU9+X84A4Hj1NLRPH8echUIR/aIPovast0jbopdKbSqUC344dO55Q48M/3y4uVlCYmBtrZ1HPxROuwuGwDa67E/hnhr/ERTi5mVfKWlsA7LR0sjWKCdCoUVxKfU5zczN6e3sRDAYxNzeH/8vem/7GdV7345/hDIcznH3jcF9EiqKoxVojO5YtWbbjKEqMOGmbtEFaFGgKpEDzpkgKFCjgd3kdIA2KvimQJmmSOmnSBFnsOIkTS7ZkyzYtSqa4iRySs3CGsw+HHM7yezH5HJ577d8/4C8vIMgezdz73Oc5z3nO+ZzPOcflcsHr9aK/vx+Dg4OyQSgUKysrSCQSGB4eRmdnJ7a2tqSqS6FQgNVqRTKZlAhhtVrFZz7zGclTDAQCCIVCGBwcxNbWlmwICsvg4CBKpRJOnjwp7vrt27cRCAQQj8cxNjYmJeAdDgcGBweRzWbFFWLXc84j3QWCtVQ+VBCEJPgOu7u7WFlZwdTUFAKBAILBIDY2NjA0NCRuGAMD5AG6XC6cOHECTzzxBF555RWJYPLZVMwaK+QGonBub2+Ly6f/m8JKBUGlwH+n4tWRNK3EgH3CM5+r2fn6In7p9/vR09Mj2CgVJQ8v9nGggqhUKqJkCOw3m02sr6/LHLAQK3/L9ECLxSIpg1SqtVrNgEkFAgFYLBYcP34c4XAYyWQSGxsbaLVaiMfjgguTsM8DjXtPp6kRPx8eHjYoHwbsdF4pf6OTA5ghpauaEHvVmSz8Q2yS76UJ5Wblo5kW1DHaVeYedjqdgivu7u6KUUIlp6u7aBxWE6K1S00DykbB0CzxWq0mbeL4ssQIdBRN5yhq7EwrHt6TmA0HBbRBXBaXNGMDBEp1HTICy3rCKMD8m8nzbrcb/f39+MUvfgGgTcSs1WrSKR1oN9KJRCJYXFzE9evXhUSbSqXgcDjg8/kMRFUupsPhwD/8wz8AaAcjXnnlFTz22GOSWbGysmJQwkCbhpJIJCQfkj0jMpkMTp8+DY/HYwDMk8kkent70dfXh9///vcA2s1SSPXhd7u6uiSNi2OlYFMwiONQ6b7xxhv43Oc+B6Bdz+73v/89PvOZzyCRSBgqAJNpT+zx7/7u7/Dd734XHR0dBnI1LR8m4HOuqAApB7pxzu7urtAourq6UCgUhKbC7+bzeYyPj6NcLktAgxYCS3Rxjkl74cWgkZk4zrEwIALs0xLS6bQhmECrTRcmYJQwnU7LHLDbHA9oMwNB59K2Wi1EIhGxZHRfFso3f9/X14etrS3kcjl4PB5DH1weGJrSwfllMEPTs3SOOLE9najPeaXFrvFz7UHp3+v7U0GZsxaIl2vrkP1oKJv8nPijDqrV63VsbGxIDj2w34yI39PraKaiyNgBY9Kz2Q3kxSierqKgq3FoAdLAMh/GU1mH6XkPCgQFiSeX5uJRq2s2OTey2+2W53OxLJZ23brf/va3ANrRrsuXL2NiYuJ9fWHdbjeuXr0qxSyr1Sq++c1vwuFwiDCnUik0m01Eo1E8/fTT0l3s5z//uVQ5eeyxxwAAP/3pTyWyxJxg1r7z+/2o1+vy+8OHD2NnZwfj4+MSderp6cHc3Bw2NjYwPT0t2RnvvPOOlK5noIRuo85WYH081jHjxTSj69evS1rYoUOHcO/ePZlHbhKXyyWCSJfn9OnT2N7exk9/+lOJGup5p3xQ6MyJ+k6nUxQJqzQD7UNoa2sL0WhUhJcKfWVlRTiQlC+mZJFRT6uEaVwcl87kMWdZaAujVquJu8/v8KpWq0ilUvJvW1tb2NvbQzweFxrI0NCQ9F7VngaroWgLRzeE5mEEGLvwUWGRG1osFg2cNRoWurkN5yafz4tF2d3dLWXLW62W0J8ikQisVqshVYoBLm0NcV0ZCNMBCp3fC+zTSPiZOWhozlagRWcufEGPQt+b8875oNXvcrkMdB56fFp30Tg7CEYcXAfXwfWhv2zks+jyPICRF2MOK9MM1qC05rIQ+OVppTlQgJFnQ5NYl9QB9onD2hSlxtbjIZfIXOGUbjGtia2tLbz66qtYXl7GxYsXAbStGa/Xi0AgYMhdbDQa+PrXv46vf/3rkuRerVaxu7uLgYEBrK+vy3effvppRCIRXL9+HX/84x8BtIm5N27cwO7urrDZGSTo6enBxsYGjhw5Iu9fKpXQ19eHmzdvAgBCoRB8Ph9CoRD+53/+R9oVEufR8AGpPNpl6uho17IzE7/pRu7t7eEnP/kJAOBrX/sa7t+/j1dffRWf+9znpL1jpVIRa4xz29HRgfPnz6NQKOCtt94C0HYjCCJrrJckXc1pYs9SYqy8ksmkAPe6/+nx48eFM8iTn/d0u92GGoqUC11IgYExnXyvQXnKEa0Zq9Uq/XCBthVOi56wRmdnJxKJBAYHB0U2VldXsbm5iePHjxtcRAbLurq6pNbg5uYmMpmMVAbWdRQrlQqKxaKBG1etVuH3+w0WFf9mq079XZ1pwB4Tukcu58vs4nH+zNYU96MZNurq6kI0GpWiF8Qrzb2NqV/0HqduIUzG8blcLpEljpX0IqvVKhY80CZzRyIRA2maUBY9Un5ms9lgI2ZFZUQ3wJyEyygc+WOcXLKYtU9s5k3RNeXG0SApn8mLRFC6xNp/J+5DYfL5fIbSNFxELsitW7cwMjICoI2F5fN5NJtNwbxYj59ltSmMCwsLOH78OP77v/8b//7v/w4A+NGPfiRZEf/7v/8rz3M4HIhGo7hy5YrMYTKZFNeOOOfKyorgkXrRWHp+cXFRiMxTU1OIRqOYmZlBNBrF9evX5d2i0ahsRAogNzfdZEasrFYrenp6BDvUa8vn37x5E48//jj+8Ic/YGlpSYDslZUVVKtVAaeB/VS+y5cvywZ94403xI0hlwzYL82jeV6ZTAaFQgGNRgNLS0t49NFHZQ68Xi+cTqe4J4yOulwulEoleedMJoNcLod0Om3YIIwaU8AZIdayy/mi8Gty8+uvv461tTVUKhVxk+m+MzgEtHFSsgyoMC2WdoHMxcVFQ79aYD8jhpFYPpM4ExUD6+kxAAbsFz9lBoEu7EoiNvcQFc329ra41IcOHXrfAcQxcA9qJaETB7iOTCMzl2qq1WpyiHNeGaAwGz46lY9ro4NqnFvig7qfiE4p5dzZbO1Oaiwhr11X8mqpA8ghtB4/fvx5p9NpYHrr6BUnVadtEMejJcUeAK1WS0B1voCOgJmZzQw/U0j57FqtJtEqYkZauXZ1dYmS1UqZNBliRfl8HkNDQ+jr68PQ0BCOHz+OtbU1ecbt27dx//59pFIpoZpsbm7C7/dje3sb/f39ePbZZ3HlyhU8+eST+OEPf4idnR0B7Ts7O1EqlVAsFrG8vAyv14t8Po+NjQ309vZiYGBAurTb7XaMjIxga2sLnZ2dGB4eRjgclnfgHNOSCwQC+M1vfoO1tTV4PB5RJsxgoAVSr9cRCoVgs9mQTqdRLpcRDAaRzWaFHMqObsViUSoy837ZbBZHjhzB1tYW5ubm8Oijj8JqtWJxcVF6DvA5wL6yGxoawsjICLq7uzE/Py+YmsZouTGTySRKpRLu3LmDBw8ewO/3Y3Jy0pBCODc3h3w+j/7+fjQaDYyNjUngxuPxwOPxIBgMYnV1FY1GA4FAQKLRgUBA+oRoq59WCPFSWhzhcFjyKlutdhOdmZkZbG1tYWJiAmNjYwgGg1hYWMDs7Czu3r2LVCqFpaUlRKNRmW+73Y5AIIDNzU0Ui0Xs7e0J5UQrO847AMEto9EoEokEent7AbRTDNkXhJ3IOjs7EQ6HxVKjFaTJwpR7ziXpUNvb2wiFQujp6ZHvUFlYrVbJntBkXF06inuf+1Rb4PV63RAcIS6mmyRxHeix6XJRNGSoFzS1jYFPTW3jfxM/1EZNsVhEuVxGoVCQyD0j+WzjarVaYT1z5szznEQGAPhQmoEMrxOYpELkRLvdbgQCAcmM0Bw6RuMY1WFEh4Nn4IFWGjuQ7+7uSu5eq9WSqBojn3wBCgTHrCNOVDIET7u6ujAwMCD8N0b7NjY2cPXqVczMzCCVSkmZpGAwiK2tLWSzWaysrGB6ehovvfSSUDGY/kTFk8/nkUwmMTo6ing8LhuRBwC7fzWbTcRiMSSTSRSLRTgcDpw+fVoszMHBQeTzecnb1YxwzqNuFjM1NQWn04lcLifuAOe4u7vbQCHQis9qtQp95cqVK7hz5w6azaZs6EwmI6C5mXlOYWR7v7t370qJcm6GUqmEbDaLTCaDcrmMmZkZVKtVRCIRdHd3y6b83e9+hwcPHmBlZQX379/H7du3MTAwgNHRfYY8KQAAIABJREFUUYOccEM9ePAAb731llhVzAGm1U8PgmWTHA6HnPTMlWYqFr0GKhifzydZI6+++ipGR0eFalSpVPDaa6/h2LFj0lLAYrEgmUxic3PTkCbIA7xcLgv1ihQhh8OBw4cPY3FxESdOnIDT6cTExAQqlQreeecdA6XJYrFIxWLuO7IBbDabHIK7u7uoVqsGykYgEEBPTw88Ho8cplox6QwCrcyoFDk3NEy4dyl3WgZp+Oj0PPM9tPKjK06eqLmwA3/HZxKe0GPVFJJmsyk0H3IKedA2Gg3YzGFmanNW/wCMaRba5KflprUzoyvmUup6g2izlhpem8U6+sUx8OTVYWW6sjwp+RtGa3WDYkZGq9Wq4C3VahXZbFYS/X/84x/LfS9duoT5+XmJjlJh/83f/A3efPNN9Pf3A2i3FmS9stXVVZmDa9eu4c0338S9e/fk+RMTE5ibm4PL5RJXhpHr7e1tcTEpwHRH6Dpyc+moWHd3N06cOCH4oJ4LKj2uFzeC/g7Qbhs5Pz+PI0eOSLGCS5cuIR6PS19cAOjt7UU4HJbqvED7YHn44YdRq9Vw48YNGVe5XEYikcDOzo64nTs7OxgeHobF0k4LJITAuXQ6nYIvfeMb38Dx48eFj8l1djqdWF9fx8rKitBeNjY2EI1GpaG6+dIyxw3I0uNc26mpKbzxxhtoNpu4ffs2gDaEkM1mkUgkpNjB0tISvv/97+PLX/6yyDcpTfV6XaAKriMVH7FHKiRudN2JjAc723SSMLy3tyccO64X4SJdEJS5xjpCnM1mBUelHDCKqt1RekKUc42nU5FqbNy8Z1utloFuYubbkiOrLxopvGiQ0JgB9ouisg4in6WjvBwrx0+3FoB4nQdR14Pr4Dq4PvSXdAHTrGJiXZokSXOT3CR+F9j3x4F9i1BbWzw96PZqwJPmKa0WTShmHXgA74ue8TNgP7Gd9yR7HdivDaetQ30yHD58WLqk/+u//iuAtpVy+/ZtlMtlA5ZBDM3tdgvnLhqN4lvf+haOHTsmdd82NzfFxSGnKZ/PY35+Ho888gju3LljKEV++PBhAVKBNmfP5/MJmK9L3mxvb0tTII4rGo0imUwKsJ3L5eR01LxHnsK6tpnT6cShQ4dw69YtfOUrX8GNGzcAAK+99ho+9rGPYXZ2Vqohc51KpZJYInQpL1++jFgsJkToWq0mLqte20KhgMHBQSwsLIg1MjIygps3b6JWq+Gzn/0sAOC3v/0tZmZmcOHCBUPTnpmZGdy5cwcDAwMSUGm19suIUV7Y9Jn/rpPNzQTWrq4uTE9Po6+vD2+99ZaMa2VlBfl8HtlsVizgkydPYnl52VCwIZlMChbV29srlpfX65V11tYMA3rMbuC1u7sra0iZqdVq8Hg8hrqA3F9+v1/kiwC/DuCRwEwMT8sBgzJ8L+11ca9z7mjlmb9D/JNjooXGd9O/39vbk3ejF6MzLPR3gf29zWwJHWiijjAzRmg1ay9oe3u7nVVFTE4rL11ETy8SIzCMKOqKDuaH6UFr0qg2oYm96Egpq24ARvY6BYaYIf+dE67HyHpaWoHrFBFzmejTp08LAZOLFovFEAwG5R10Xm2j0RCKidVqxfT0tNBseH9u+r//+78HACwuLuKll17CzZs38clPfhL/+Z//KXOXTqexuroqEUeLxSJZAhRUoE0kjsfjBtO+p6cHMzMzIkwABIeiQFHAarUagsEgxsfHpUhoqVQSqsidO3dw+fJlAMAvfvELHD16VAIsAKQfAbEVjnV7exudnZ34/Oc/j29+85sAgLW1NUQiEXR0dIibTjyG3dWoUO7fvy+lmtixbGJiQqgT8XhccKof/OAHWF1dRVdXlyjVj3zkI4Z+FZwD5rbqz+le+nw+IV2zJP9nP/tZLC0tyXg3NjYEb+b7fvSjH8Xi4iKy2axAFblcTrI8WBuQz+JamavN8KDhvtPj53x3dHQI6VhnUdD1LJVKAs/wINaBvXQ6jWw2KzQUyjfT1nR0UkNXms6jDylN3qeL/EEZTTpLg/tH00D4fbrF+iA3K0oyPTRkpqudWCwWkW+WGdMloGR+jhw58rzOWeNNeApoegeZ36SkcEICgYA8jMx9HdXS0Vsz45mTyWhus7lf04sdqT4I0OQkavCVn2kajKa4EMMwc+ZarRYuXbqEjY0N7OzsYGJiAsvLywYaDOfE6XQiHA7LhNrtdsTjcdy7dw/j4+MIhUJSBHFvbw/Ly8uiQJxOp+QxHj16FIcOHUK1WsXExASSyaTgMfl8HhcuXEAsFkMsFoPH44HNZsPw8LC0r5uenkZvby8CgQBWV1cl6mixWAw9DsLhMK5evYrDhw9jeHgYjUYDb731lnR611GsjY0NnD17FrVaTaoTX7x40VDxlpYBDw7ONa2Ehx9+GBcuXMCrr74qxRI8Ho8ERQha65aLtDTtdjsymQw2NzdhtVqlYdFLL72EH/7wh7hx4wbi8bgoz2AwCKvVivHxcSlwys2r+aAcLwDJViG2zGg31zYSieC1114z4Gvk7DUaDdy9exd9fX1otVq4c+cO4vE47t69i0ajIZkO3CeamgHsp5pxz2xtbeHJJ5+E3W4XS3BlZQWbm5tSOKNerxusVZ1lxPvxc+J2bDfKAMjw8DC8Xq8E/vg71onUiop7UGN0lH1zSic/4zMpE5xLjfXpVECm5nG+eA8qdL3PtUKlYUKMWkeJubb0ZGixc0zWhx566HlWxuCNuYGpmLSQ8NInQTAYlI5adrvd0N6Mwsbwsx4AlYi2RphQzdpvwH4+JxWrXgySR6m8dBckPSkE5vleOlS/t7eHhYUFiWaFQiH09/djaWlJSIxUIlwEn88nAYNyuSzpOBaLBSdOnMDKygparZa0o0ulUjhx4oQUV+zt7YXD4ZAqGul0GocOHYLL5UI8HkcgEBAgnAfB0aNHsbKyghMnTkiEuKenB/Pz80JtINF6Z2cH4XAY165dk03y+uuv47333hNBZESVuaTZbBYWiwXLy8v48z//c9y8eRMdHR04evQoAoEAMpmMQckxQZ0HDoH23d1dXL16Fa+99prcm/mZFGZGROmeszAB/1SrVSwsLODevXu4e/cu8vm8nNiMoj766KPo7+/HwMCApHVxo7VaLUkRAvabZ3d2dkp0mJtE56J2d3fj2LFjeOyxxyTSSkYC75/P5zE3N4dYLCZ1B6lcfT6fWOGk8mjqFA98t9uNcrks5PVAIID5+Xlsb28buuxls1l5H1rqlAceDpRt9m7VAadyuYze3l5Eo1E50PRv2TSHf7g3uG+oEPWe4RzX63VZW1qZ3O/8fxoomrKi9YpeLxpFtN50pFdH3bUrrSPIVHLUVZQ1q9V6EIw4uA6ug+vDf1mnp6ef12lVmuuiNT1xCmpX4l9erxfhcFj4ajx1aLpTK/MkoK+uXVpgH9QmfsASLfl8XtxOurc0k8mf0/9NdwrYZ2sDEJehVqsZSvQwxM4KIKVSCbFYTNxzzROiNUniJV25arWKkZERPPHEEzhx4gR2dnZw9+5dA8bGJHSeWCSBXrhwAbdu3UKxWESj0UA+nxeCZSqVkkTsjo4OjI+Pw+v14u7du+JKHTp0SKo70Crx+/0IhUL47Gc/i3g8jl/96ldS54zVdYm96BLhVmu7afLa2hpOnjwJr9eL27dv49SpU8KL43xy/nSWAflLlJ2rV6/i9u3bYmWwOTplQuM3xFRJBu/o6BD6DzlgfN7Q0BDOnj2LyclJBINBoROQJ9hsNoW4ToySJ77T6RS3lDgR5U9bdUz/crvdYpmRAqLdOloY9ISYbG6324XwXCwWxSrkHEYiEeTzeTzzzDNiWS8tLQk9wm63Y3l5GQ6HQ2AgzSMj3ETLlNQKek0ABIfr7e2VgButLe5jwJhNxIvzQa+J3gwAeTfuK/47LWTud3pC2oVkDIDZGgxU0ork/Wipcg/z/tzr9A7MeoRrSAuR/209cuTI+xSdOaqqFQbBTioAp9MpWQKNRkMIjF1dXYau5ZqLp4l+VKp0N+kSsSAmBYOLRjIhzVctANw0XEDt/9Oc7+7ulh6YxBqoSDOZDLa2tlAsFpHP5w1AKVPdeE8KwsmTJyVntru7W77DyhHT09MYHx8XDtvKn/pJMH+xWq3izJkzePXVVzE8PCzzz804OzsrSrWnpwdjY2NSNLOjo0NIzXTBSRJmMc0//OEPIgzEXXWQhocTizYy2LG2toZr165hdXUVGxsbmJ+fx6VLl6SKCwmjhDlIcC0WixLts1qt+MQnPoGZmRmBFFh6qre3VyJxTqdTMg4IxFutVjz++OOwWNoFKIeHhxEIBDAxMYFz585hdXUVgUBAavSRI6nJ7k6nU9xjbjIqZipqKl0qBk1Ap9yEw2EMDAxgbGwMR44ckUg43WXWEPz/S0FiGhvdZKfTCb/fj3w+jytXrgBoY9v37t2TiD8jysSVNWxEfJXRRR0Y0ng1n8U6iVQuVqtV6j/6fD5RHjoazT8aBuIfyj/3gNYTHIdWPjrwQPhAQ2VcB7OSpHKk+8qLBhfXShOINYuDz221Wu2kflpC1OQ6msnP9E10bS+tOfWlJ5z3MH9P4yTm0DWVrw4I8DTmuFwul7CxNebHSdWgKp+tMz8ACD7EyeU98vk8KpUKJicnAeznAtKa0636fvGLX6BQKMh3f/3rX2NgYADnzp0T8ufIyAhefPFFnDp1CvPz8xIxrFQq0p+B5GLONYmeHO/4+Dhu3rwpG4bvReuHoDdPduaWaiHp6OhAsViU+WLmwOOPP47f/OY3ElRaWlrCO++8g4cffli6iM3MzODYsWNYWFgQGeA8sFcI8SjWBKxWq/jnf/5nAMALL7yA+fl5+P1+WCwWiaoSJ2S+K8d57tw5TE1N4c0338TExAQAYHZ2Fjs7OxgZGZGEcipyHkZAuzACrXUdwLLZbHC5XIb6Zlrpc/645iMjI5iZmTGQnicnJ+H1erHyp6ZDPp9PcCrWj+P9EomEgezLZ2tckPPInhGcWx5wtHo4TqZs6gIbOuhGeaECSyaTGBkZESuMB9Pu7q54DFRCOhOFn1Op6HnSmBsvfs59pOVTW4Tcn/Sy9DxoPcD10nQW/RxzXi0NJp29xedZT5069bymk1C58JTnDbQJqbk6rCZM94AnmtbctDbMkRqaxYyQkh/EHFfysHQkyxxp0kJB4JHP1b/j6ccTkm6SHiOVMUPkzEQolUpCM6Bg8cRYXFzE9773Pemf+u677+Lu3bvw+XwYGhqSQ+S1116Dw+HA8PCwLAathlAohN3dXSwuLqJarQogfeLECTgcDqTTaXR0dOCZZ57BSy+9JOY9QW0d+ucaENxutdoVfikotKIZjJiamsK1a9fwne98B1NTU+Je7+zsIBaL4dSpU5Iv/M477yAQCCASiUgzGbNLSDeNUVWu+d7engRjYrEYenp6xOJyuVzo7e2VjRgIBHDq1CnJBbZareKKJhIJ5PN5KdJQLpelXltnZ7usvcPhQF9fnwQd6GGQrkQ3SGfumDcOFScjxhaLBcFgEPF4HOl0GpVKRTiCpDwdPnwYdrsdPp8P4XAYjUZDxlmpVGQjco1qtRqee+454Ylls1msr69LUKizsxOBQEBkjX80q0DDK1RgGm4iLONyuYR/SUuJck7lR1dYZz3oggBm91kzM3hPs37QUVHuWXJ0+R5aYVJ3cC/yPtzfep9Td/Dg0AENs1dno8upH9RqtcR14yTw5jqqwwFoDcyKrsTRqDz5t3YVONl6YBQcbhL9HL2I/D2VGE9n5rhq7I/fZRUEKkcqV+IBuvgAJ45XIpFANpuVQoasFLK9vY2+vj7ZgACk+Tejz0A7GhwKhfDGG2/A5XKJhTI3N4d79+7B5/NJu0Radm+++SYGBweFsFsul6W6MN+PeZSNRkPKOc3Pz6NSqSCVSqGvr8/AQSyVSuju7pbetna7XSyj3t5e4Ybt7e2hVCrhl7/8Jf72b/8WQPskfeWVV/BXf/VXMi/MQSwUCtKLAYC4sRaLRcbfbDZx/Phx9PT04KWXXhJKCK1Bi8WC8fFxABA3lhxNcv2YNM8uaUA7hWxoaAgXLlxANBoVeaTrpT0Duq9mmhMPRu0dUNn09/fLfScnJ6VTF/FNVibOZrOGSs8A3udSa3zS7F3Y7Xasr68bDi1yQrWVRcVRrVblcKDiY0tKPosHcz6fN2BshB44h93d3XC73eLhmMn1vB+fT4Vk5sbRAtN7nHPP71LZmXUJ35lls/h8WprayqRyYwRfz7fmPUpUFgfXwXVwHVwf8sumG1UD++xkmvrAfhFMuiA8DYl/aJyO7tH29rZkSejqIhoI19E1joF9KFh8T58M9XpdTgIAYhHoU0FbczoCpUtR6fHTJaclyovcIX2xasnjjz8uY/j+97+PTCZjSKYmp8pqtYqVdf78efz85z/H0NAQEomEnKQ0+Xt6esSamZmZQb1ex9LSEiKRCD7+8Y8DgKG/J38fi8XQ3d2N/v5+ydaIRqNYWVkRKEDXGmRHtMHBQQBti/LBgweCk/GdA4EAyuUybt26JWXXz58/j5/85Cf48Y9/jE984hMAIM2CuM7E3bLZrESWuU6cm0gkgk9/+tPSsLtSqSAYDAohFGhbtbRgt7a2pNgA5XJgYEDwz4mJCQwMDIglw4ucOXaVAiBcR+1xcG40+55j1e4u0C5DPjo6irNnz0op+JWVFWQyGWQyGWluA+z3nND4ND2IYDAoHgCw30cjl8vJGNxuNxqNhlRA4dpQhsnZ4/i9Xq/BY9KZPtvb25JdQquVGDfvWalUpFCn9mY0Jsd50QEuzrX+Pt/BzD8F9qPBGnbid1lkk++lCwroOIJ+li78QTxPZ1tYLJZ2rqs2i3VgQj+M/rA2+XWEROfh6d/oieW/aZeWpi0njCYpCZ7EEAjw8necMJrJvCejrjr6wnfRgQ5eGhTV0Sv2odDVGCwWixCax8bGALRd0iNHjkiTaaCdVvX666/jypUreO+99wC03cJGoyENhjlf8XhcSlP98pe/BABcvHgRv/rVr+ByubCwsCDKUm8CKmWC/4xWUxC4ier1uhw4jBAmk0kRhJWVFfh8PoyOjiKRSAhcEAwGJYL6gx/8AEDbRTx58iRmZ2fx9ttvAwAeffRRLC8vo6OjXdWYFXlJjG40GiJH7EJFeWFe6wsvvIDf//73hnS1zs5OUZLd3d0yB6R89PT0iDvJLvRajnQ+qQasdbBDZ8jQvdXpQ/xcsxLoTjJtjGPKZrNYWlpCrVYThaJdTX24NptNhEIhZDIZOQSWl5elLwTH6vf7UalUUK/XDW4qcTPioQAEP+7o6DCkSLIEG9tuAu3Nz0CR3nfcL1qR8D0Y2ODc8r20W6qb1VAp67nXB6KmapkVng5O8p0IOfAzlhtje0Y+i+40n8mDzUY+EReNILK20jTPRls5mo/DhWQifEdHh1gSmuKhF52X9uOpiFijipuXYXqtfHQwQo+V6UY6b5a4m1aK/ExbprwIHOvCBHz369evi4I5c+YMHnnkESwuLsp37XY7+vr6EI/HJfk9FosJh420EAB48skn8ctf/hJ37tzBuXPnAOyX7eZpzmIBoVAIdrsdlUpFqiE3m+3u7LlcTgTc7XZL2laxWJS147vr+WeO6fnz5/HOO+8IK/+pp54SGgJxux/96Ef48pe/jGw2K6WMRkZG0NfXh0wmI3mkHDuVDTcYA1bmEj9Xr17F2bNn8R//8R/yDtPT04hGo/D7/RLoACABBq/XK5+xQraWTeJzVF7aMyAvjfLJjcwNrMubE0zXqUxUnvxeX18f3G63pO+R/sO81g8C5xm9Jc5Xr9cRi8UQCoVkD9IS7e/vl0K0QHtDM4Cl11En9lMO+dxqtSqHHwMBmmnAvr20hrjvNO6mo65UPDqnlLL1QWwHbSVSD1AX8D00g0AHRxkg1PEARqH1fqbBZi6v3mq1YD169OjzwH5iPgFYDpaDIi/K7M7Z7XbhkFGYdfRHR2qp3XWkhgOpVCqiTJgLyZxLRgE5LhaOpJJmrSq61gR6GUkioVILKk8TuhKa2EhrkGApF0ALfiwWw9raGjKZDA4dOoTBwUFMTk7i6NGjOHnyJL7whS8IH43pa4xmN5tNaY7t9/vR0dGBWCwmFY45BoLx5Isxqsk2hMC+lTc4OIhz585hYmIC1WpVghScfwBSOblWq+Hy5cvo7e3F3Nwc6vU6JiYmkEqlpN5db28v3n33XTSb7ZLd3d3dWF9fh81mw4ULF3D//n00Gg0pSMoDyHyYadeP1h4VEDcyN9OFCxfg9/sxPj6Ozs5O9Pb2wuVywe/3yxi0pU/rmnKg31VzwzQhVfMUNQdMHwa03vmbVqtloCBRVjR1gny/bDaLer0uZf5JZubGtlqtEmA4deqU1NRLp9OSg6wrjgQCAcn7pkWjPQt9b8BoPeqqxpTxnZ0dBINBidbzkKcXRciF88R/59zogCSVnT4MuD+51zkebThR8TMgQkXFQ457kzLFdaW1SX0C7AckefG/XS4Xurq6xJs8CEYcXAfXwfWhv2w82XT9Jx3eBfYrf+g0GADvM0+B/XCuvugC0rTUz2LKDn+jeUG0wvR9NZamXWNq8u7ubrEsNClU83xoAusO5JrASaqDrlBM+gHD2RqTTCaTePHFF8WdPHfuHP7whz9gbm5O3FCNB5Guw/tGo1E89NBDuHPnDhcFfr8fq6urBliBAZOenh5xMUmS3djYEPLn2bNn8fLLL6OzsxPFYtFQOot8Lj0e4jv1el3e4fr16/jLv/xLfPe73zXIwcsvvyz9MIB2OaYXX3wRzz77LGKxmGHNGGTS70qSq4Y7isUigsGgZEBwvbLZrFCVdGktusgaM9LN1Pk9PpNAPWDsZqXdI+I6Wu5pqWn3iLLFdeLv+bemlrCfhAbiGRwiRkUrptFowOfzIRaLydrQ2mVpNI1bmeGhjo52SSfdm5dFMQh3EDucmJhAb2+vYa/SyyA0oN1ErhXXlkE+0jsoh5wT7fXp/aZT52i1aijKZrMJR1avLddBW+tcB2Zl8VmaGqTXyzo9Pf08H0CFoX1cDeYy509nSlitVilvrnlITMHRbgJNTp3uQaXGFyeYSheNgKnG4jS+QFebpjzL05DvxotYjd7genK0CUzQnMRlphnRdN7Z2ZFUsUqlApvNhnPnzkkj6JWVFQHje3p65D3pdpXLZSHs7u7uIp1Oi9sDtJXHxMQEYrEYOjraKUj1el2qmVy8eBEPHjyAxWJBIBBAIpGQZtV0iU+cOIGtrS0Rcrp4XDv2yyA5laRiXeQyEolgbGwMd+7ckXVvNBrI5XK4dOkSfD6fNBXKZrM4deoUNjc3DQEmygcj+TrPka7r0tISHA4HIpGI9GGgQFerVfkNN6QuL6XxNQ3kUxa4nnSfteLSBzQ3L8FrfVgTXtEKS3MtiQezbh6j4zs7O8jlcgZWAdMYXS4XLl26JL1WlpeXsba2hkKhIIc/IQ92Y+Me9Xg8Msd0XdkrwQwL8aCh+8p3ZUMrurTcm0x75N6iO6rdRc67du/pntIQoOGg+0poojsVGi+N32lytFbE2j3XsBRhBWKL2pXl82wclO69oJnHXFSeLEymBSAWk47IUAAZTOBn+uEcPKuGmk88ZjMwTUVfXq9XFowLpE9pEo7NQQ+e2mYKgc764OmoKTC0hmhJUsGSBFur1VAsFtFsNnHq1CkAwOjoKN555x2Ew2EpJDk8PIyOjnYtv6GhISnuCABjY2OyYYB2JJSdyYvFouQ9Eou8ceOGROC2t7dF4TGY8cc//lHKPi0sLBgCPR6PB4VCQVri9fb2wmZrdxDTIHQkEkEymTT00rTZ2r0srl27htdeew0A8PGPfxw2mw1ra2t4+eWXcfbsWQCQ3E6Hw2GI+nKD7u3tSVrV8vIyhoaGBGsE2v0OdI1CWinEdnSLzQ+KtjHoQfa9HgOtDHMUkVaWplHwIOWlUxZ1gIL9Hog/Avvd67VFyOKnOzs7BjrM6uoqksmk1J4D2vQpBgkYjOM6UlHoqCsPFk2+59g1uZeBKz0HDDzRQDDjadrY4L3NmCiDLzpyS8NGB/NoRHAttG6ghaf3rsPhENyZY9WEYsosD1PKjJYXmw4+APu0AO3Omm+mB0VLh//O3zFgoC8NbHIQnAQuAvlzXEBdrZXCpaNPPG11VJhKTTPizZEk/s1TWSsvvbm1JUnlq3NdWTK+Wq0aIqkrKyuGeYnH4+jr64PX60UqlZL78n7j4+PiKjebTSwsLCASiaBarUrNskqlIox8Hkx7e+12f0888YSUQW80GlIQwe/3SyRUu/hUHIODg5ifn0epVEJXV5eUiJ+ZmZEClbqC69DQEOr1ulBhnE4nnn76aSn7zQhtX1+fWC+cK4LUjNazEQ4rhOhy4VwLbiDSMBKJhEEZcA7NeZPcQDrFj+sFwMCZ5AbRARU+m0qR96UFo+9F3ig9AI4tm82KHHLjs2F6oVAweB0s1BqPx0UBsrQ6KRRcMyodQklcc45Vzw2tHc0pjcfjmJ+fRyQSMcBPun6eTg2ji6pdUnqBOmJKZarhCx4KPHg4h4SHNJVHr6f2xjo6OuD3+w37lsaYGRrRz+RvxaIz83z0xFEQyFvRYWIW7eNi86KJrTtzUeD0RRdBp2xo10CfONqM1oujI60cKy1I/TkVMC1OfsbyT93d3YI96onTnCEtbNqC5Wdf/OIXDb+nKw9AKrKYqxy73W6hgHB+BgcHxSoMhUL4+c9/DgDS1lBX6CX5VDfNjkQimJubw+LiIqLRqIF/RP4Xn18sFkVBNJtNafhNdzgUCgnWU6/X8aUvfQk//OEP5R1//OMfo6enB48++ihu3Lgh1Aq/349wOGxQXsRqy+WyAV+KRCJiDdHyYpkkygWVJcsbaS+CSo60CX7GgrL6cNaUC33R9dX8T8oXDzhe3NSaOrGzsyMlxTj7lAPGAAAgAElEQVTW7e1tMRo0nud2u99HD3E6ndKPl59TyVB+NE+N7jzvy+9qakZ3dze2t7fhcDjg8XiEi0p3mO0d9TvRa6OiM5PsgX3qjpmsy//WeB73uFk/aMxdHyJ0SXnRFda4soYSNJmbFqbm5kk63ftW/OA6uA6ug+tDdtkAGCwnHVnRJxuxLe3rMxpEF4X30kA0PyP+oZP2+Zk2d/lvZte3UqnA6/UacAkNuvJU0Lw9bUGSI2gmq3Ic5iAFYIziEFhlBJr3JhA9ODgonKhYLIZ8Pm8wwVlSnfw/upO5XA69vb2oVCoSod3Y2ECj0ZBsBa7N0tKSJN5rK6Wnpwerq6uC+zWbTfT39yOTyaBUKhnWgfPGi3XdWLeM5YTGxsaQSqUk+wBodydzu90YHx/H66+/Lu//7W9/Gz6fD1NTU5ibmwMAvPPOO7h06RL8fr/BImRaks1mkw5Y6XRarF/tcvj9funATleTPSjYpR2AkHW1zAIwlLfXn2sgHfhgbqV5nrRnwIAZZZbZPKxjyPfVxVt5BYNBrK6u4otf/KLBOwEgGSuag0jum7Z0GJXUctjZ2WkoAADse1Ya9uH7p1IpyYoB9lsQEP+jVUo3WqcH6kIZvDQhn3X9gH3ytdYHtBxZZFW/g+ayAsbadvr9qTu058l4gyYh00K3ceE4aCoyRjG4uAQOtblNl5b1xfgwYm/anST2oakVxOYY5dECxeibvgc7oROI5yRpP19jMpqKwjFpRUlh7Oho5/098sgjAIDXX39dFsKMN7B8la4w4Xa7ce3aNflscXHRkHEBtF25zs5OxGIxjIyMiNvm9XqlJh2Fguz43t5eWCwWAe3ZEFrjEuzGnkgkZK7ong0ODmJ1dVWyM+hG6Q5YdPvcbje2t7clePLYY49hcnISMzMzePfdd2WsKysr+NGPfmSgaJRKJXz729/GP/7jP2J0dBRAW4Fev34dTz/9tIFRz2ii2+0WqKDVavcd2d7eFhhAV4Bmoxig7Y4Rm+I6FgoFgUf0gaeDC/w9laaOuhK019E+XnSPtALWJHqgvfF0Kh4VHV0ukuqBtlJeXV2Fy+XC3t6e3CMUCgl8QAiCsILOAOE81ut1qdQBtPcSA1N6XOzpoPdYsVhELpczVLAmW4LGCN+X1Wm0jtD7khfxcipaHTDkHPAijES31aw79OFAA0sbHUxVIx1I6xO+pzmIaeOLcOPt7OyIdtdWFl9O+9T0tbVg6JOSL6A1MDEPChF9da18tLDyux9UKJGLrZvjEHOjAtc8H+IVOpih/f8XX3wRAPCFL3wBL7zwAorFoqHzO4VYR5vK5TLGxsbw0EMPyX3JlSqVSiK0TFi22WxYXV0VhUChaDabgqHcunVLshh0uhefPTw8bCjcyc2rI8+pVApDQ0OGhHpiOMRbAWMZcwAyrlwuh7m5OanFx3+jRaYPQbvdjmQyiW984xv4l3/5FwDtYMS9e/fw0ksvSRXdSqUiBwvvw3swAZ5Wnmbg6zXXaUv8rtPplN6q3ORUlLq5DdAOQpg3jjnjR1s+pABpPNCcLsjCA5xXnXPM1Cj+vqurC+FwGHt7e4aoay6Xw97enlixehy6MAOw77WYI8Td3d0SHOTvmT2hgyy0vNhtjN8lXUxjwFSSOmCoL84bAxY6U4JjbTabUqCAF8eiKV9mA0t/pjFKnVpHDI/P4vfMfEgbTWWd50e3T3+ZikNrSlo4+vfmaAewHxVjpEafQmbtSzIlJ08rNU6MVooku+qIpQ6/64oJdF317zk+HXj4wQ9+AJ/PZyARU3g4wdoiOn36NHZ3d0UQ+vr6xL3g70nIDQaDKJVKUgNudHRUXEYu/uOPP47NzU1sbGygu7tbBJ9AfTabNbjvmUwGAwMDovyYNrO5uSnt+oB9egq5bQDEuuN7MRJaqVSwsbEhlgYAXLlyRerCmRuD7+3tIZFI4Fvf+hYA4Ktf/Sp2dnYwPz+PW7duAQAuXLggykcrJRamdLvdouwDgQCq1SoqlYrBRaP7qwXc7/djamoKd+7cEeu1VqtJ2X0zB0xzQnnxwNVrzgNAywutDh3ZYxFOdmHj3PCgs1qtkv5WKpVw8eJF+Yw0n/X1dcmVpRza/lTphevPiwaGViisFkR3ne/K/aYpZNpNJ9wRDAYRjUaxs7PzvmCEOc9d03K0i8oDRUMIzL/VSf98PnUK5ZrrYd6jNEi0AtdzQNmgd6itcu7Dg2DEwXVwHVwf+svGkL7Wijx1taal5qS1wIsWwgcRgnkyuVwuwUl0iXbNgqY2pyVG14KYDRN0zRwZVivQpjJPFo2RkfOjU1TMRGeeIvV6XTqkayoLrQEzz+/kyZMG6yAYDAppUldVpdXgcDjkhN/a2hLLmCceXY3JyUnUajUJUtAdrtVq+PWvfy333djYkKrGel7I8aNFwOCIw+GQFK50Oo1GoyE0F82n1BQArsHu7q7wAYE23pNIJMSVmp+fBwB85zvfwac//WkAEOs1m83ik5/8pHTSIkYXCATQ19eHcrlsIIKSbMxy9sC+Zc510DI3NTUleGa5XJbT3WKxiAVLGdCAORn2mmfIS3PV+P+06HTlEWbyaMY/vZ1IJCKW5sbGhjRLYqYAL2JXGotbX19Hs9kU6xTYr++ouaEM3jF4wTlkMIalmSgffE/O1+DgIAKBACyWduojAz0sI8/x8H0pSxqLI8FaY+P8rraMafFqTBDYt/S0PmEWhpmaRpqWdt+pW/gbAJJyaCOYx8mlK8JuXnwYF0Wby+zvoJUPzX+SMAEIgM4NyIFpBar9b760NnfL5bKhCoWeRG2W06UhdqcVjWaRc8K1K63dU45NRwmJFeiIWzgcRjgcFgAaaG9cAvl8Znd3t/DwKBB8Fvl1vJrNpoH/xpJLDBqwKQvft9ls4sGDB8KBS6VSwtXTeBzn89ixY7JJd3d3EQgExG0lpsfCm263G0eOHJHvRqNRw8GSTCYFP9VFXF955RXY7XZcu3ZN3OHZ2Vk0m01cvXoVW1tbstbEIMkJ5HsxqMKO7pQLc64zSeYejwc9PT0iL2w9qF0sYB9z1nPIeQdg+DeLxWLgpvHAplvN9WGgh3/zfSqVCvr7+0Vx0JUtFAqGdgXMXWUqJMfFdD29oYF9fJoXYSXNIKCLR+XxQfNGqCCbzUr0Xc8V5Z/wDp/Fz3Qpd176wNDKUUezeTB+kIFEzJbvwLGbU7u4FubPARjw6o6Ojn2MTp9u/BI3LyebwKa+McF0TRzkoDWTmZ9pn5ob3ux/E2TUYDStiWAwKM+iJap7SzC1hMCs+STQC8WTjd+hUiUgSqWv34GCw4WIRCIiYJrEe/ToUcRiMVFSwWBQxqnHS6rJ5uambPL+/n4BoFmeCjD2CKC17XA4kM/n4XK5pDhlJpNBtVqF0+kUci7H1d/fL3ga7+NwOLC2tgar1SqWRyaTEcUzNTUlz3/11VeRzWYNqUPhcFgil9zQVqsVr776Kmw2m/THmJqawttvvw2LxYJz584Zomg6f5LzTJkxrxlg3Ay0iM2Wdi6Xk02lU/m4nnoduAd0dJHvZI66st0gFTUpMMSUNZjOHrpm/NZisaBcLsu4qGB01V/SJehNaOyNFjc3NrNFaJ1z/LQSGcjiHNA40Vkc4XBYFC4vkrOZ/02Z0bQPPVaOTyst7nvOAfeytrg5t9yzGqNj5JtjpQ6hZa2Vqhl/5+9tOkWKk8NJNWtFXa2Xv2EEyhxg0Ll5fElzdoQWXm3C03rSp9De3p505dJt/ciL0y+oAVTNmqaby83IRedEaouOgQt9H1Z71ScRF6/RaEiEdWdnB729vYhGowYT3u12w+VyiaXEy+v1CrseaAtdMBgUK5RWCrlj3d3dUuUjGo0ilUphc3NTNsjw8DAePHggG1W7UhwfXVc2tdERSo63s7MTkUhE3uu9997D1taWAWw2cyW55nRD3377bZnvy5cvY3FxEffu3UOpVBKl2tHRgc3NTcmQAPZpJDabzWBB0iIqlUoGK5jrpLNAwuEwCoUCQqGQFEyw2+0IhUIGygnXk66QdnsYkdeK12Zr1wXUBzjhBjP385lnnsH6+rocYqdPn5bIs9VqlbkZHx+X+dWZEVRIOhAYCoUMObBcR45f76ve3l7E43GDS0y+GsfI3xeLRfh8PmnJCLSDJ7lcDm6329B0h8FKDR9wnJoyQphBKy9d21JDEJpnp702Gjy6WhGDkHrf08gBjPsSOMiMOLgOroPr/4HLpjEsYN9t02VdtOujTy1WH9GBC4J/rLAKGP1pPoPPNGdLMA9PA5McA11c7RrQutAuyweByppEqfNniWmYsyV4WnHMDJvTbTXzujTJklbnhQsX5H7sg2q1tqvj0qUNBAJotVrSVAZoByjIDSRlgPPo8/nQarUEVmA/1L6+Pty/f1/G7vF4hHKgu76Pjo4ik8kICO12u7G0tCSZCNoCdTqdiEajkqhPrhrBcb2GlBttTbRaLRSLRXnWjRs3JHsil8vJuMLhMPL5vLjber1JRdFyQOtY40f0OLiOJMCy5Dqt0t3dXcRiMQwPDxsCUZp4qq0EbenxvuxjwCAPOXDsx6Hd1Hg8jmq1avAiarUaIpGIgdNZrValR4TGDHVWkfYCdHYBx0XCMOewXq8LzFAulw20LUJU/G4+nxerWnsBxDO1tc8q4hpaajb383m19Um338z5o3yYeXDmwIP2KnnRvTVjhsTmdVl9Qlg2c7oWF5H4EC8GBzSQzqgScQxgXyFo5aE7LpmFVvNdAGPCrzaBicnoJtIUcI0R8rd0JXjxXtrNZWSSi0HTmIukI8Sa46MvctM8Hg9isZhhvjKZjNyT3cmo8PkOdGOZGsb3Yq/QUCgkxNhqtWoobwMAAwMD2NnZwerqqrgW+Xxe+mY0Gg0JUjBh2+FwyLMSiYQoE70OLKvN+miUDSozXbWC76XdGJvNJilQnLMHDx7Ihue/AxBFyvQ6oB0FZJl5cuz0nNdqNUMklcRlXXSh0WhIIEOnNgLtg4cbn/OmuXb63fRmpHzq96JySiQSBpzz6tWrWF9fRzqdxpNPPinjdzgcwoXU5acikQjee+89kU9GVnmQ6+c5HA4DhMB6gnoNOzs75f6agcD+xnt7e/LvzFRJp9Ow2+2GAB1TFzlP5kR8zp3GN81JAeaLGLzOmKA7rzm42sXVhT/4ud6PhKD0Mzl2mzlgQFBXR+t4Q4aN9cApYBq01wqIL9BsNkW7miMjWkAZ+CC4qyNQ1NQam+EzufF5qvPe+rSggGrrjYpXR5P1iaOjPxyfntzBwUF0dnYimUwaDga/349SqWTAM/f29qTTE6ObhUIBHR0dEvkEIJQKv9+PTCYj1pvP54Pb7ZZm2EB747HNIS0MBm24EZivurW1Bb/fb/iNXq9isSiKaGRkRFLCmBbm8XjwyU9+Ev/3f/8nFjypGjwcuTY2m01Ss0iPYbHQbDaLw4cPS0BkcHAQmUwGfr9fsEPKG+dNB7BoPWirgeuiAXvd/EZTG/i+lANaZDyszTmlWpYZ7STJmfO+t7eHYDCITCaD5557DgCEKF2r1Qw4KwMEXV1d6O3tBdA+RBg40mOlUtIyTzk2E/p5aUXHSK7esyz7pMn6W1tbaDQaSCaT6OnpEUuPB6ZW7Jx/8+HGvcX9w7nX+CC/90EXDS5trWkrXQfA9DtqpUgWgn5+vV5v16PTFh1vrMvVEBC0Wq2G6Aqwn0Kk66NxABQOKhNz+pAOp/Mzuq7aFOZvOC7N76NrwYVhrh/HywnjJOi6XFwARoA4Ofyu5htxrNVqVe4DtAH2TCZjYKSzDl1HR4dkKzzyyCNYWVmR7Agd6qe1qSPPBISHh4cFSO/q6pLTnIz2VCqFqakpQ7R8bW0NsVgMhw8fRjKZFOXV1dWFbDZroHEQxNYMe17T09P43e9+J4q20Wggm82Kqwe0lYLL5ZKiANr67O/vx/z8vKzX2NgYcrkcjhw5Ap/PJ9+ldfXTn/4Uf/ZnfybP7+npETmiXDGlisqC8sXabdpC0ZtTH3jc5Fq2Wq2WgO5ahknJoULY3d1FPp9HMpmUklSs5ZfL5fC5z31OPg8Gg9jd3cVf/MVfGA7MbDaLoaEh2O12KTQ6PT2NcDgsri6wT3NivUMdJGHkknNLmXO5XIaDWKe6aQ+Hc6It5WaziWw2a4gGUw/s7u4a2iWaPSkaQcy40O4nmRra/dfeoTkTRR9CZm4o35WpdjpgSAWpFTDHZaPQ6IeZeUZ8EAetI7XazeRnVHw671ATeTUGQWWklScjbToFTI9JC6KZS6MJxNoE5j005YTKlG65xv7MeAEXmlG4Z555BkDb7eGEm3ldTMoH2nQNr9crFZrNdepIEeH7Wa1W+Hw+NBoNcRmo8PL5PEb/lJM6MDAgRFVabna7HePj44jH4xgZGZFeAblcDk6nE2NjY2JRdnd3I51Oi2Lm2lAhDQ4OynObzSbefPNNoakAbUug1WoJd48cP1r6hUJBNv4jjzyC27dvI5PJ4MyZM7h79y6Ado+Ler2OdDqNN998E0Abezx9+rRAC5qPpV0yrjlpH1xDKgHSfjRJlVaTmftFzp12y30+n2HjMb1wa2tLsMdqtYpEIoGnnnoKt27dkvUi88DlcgmsoSkR7OfL66mnnsKZM2fwve99DwDws5/9DDabTRSpTsvie+gNzX/T7+R2u2V/6qR87gNNhqa8p9NpwTSJ9TabTTkE2Vrxgwpsas8J2Id/tNfF92caGC8Ng2iqCvezZkDQetQHloa6dNraQQrYwXVwHVz/T1w2RldpEbHfoz7Z6LbRbdTWHq0vM8NZJ9RrPpe2mni6aSCVF08X7Z7wN9T2OrXEbD0Sl+FYNbGSJjjvRQxER1jtdrs0J9G/Zznxz3/+8wDakUifz4etrS2xfJgUHQqFcObMGQDAm2++idHRUaksqzEfWj6cLxKeeWpxHXw+n2R8aBZ/rVYzlH8nPhgKhbCxsSHWo9/vx9bWFubn5yXbgfUENzc3Dac+T+eJiQlpVs25CAaDYtGtrKwYshb4LGJommnPyObm5qYk3QPAf/3Xf2F6ehof+9jHxE1+8OAB7t+/j7GxMQMEwUsn5RMW0bwuzeQn5gnscyw1B42yQHnR/VDN2TNkCSwuLopF5/P5MDY2htdff93ABdzZ2cG5c+eQSCQMfDdGXBuNhqTB1et11Go1+P1+fOUrXwHQ5tZ961vfQldXl8GltlgsEmHVYL4OBPK9ic/t7u6KFU/4QkdXuV61Wg3pdFqwQ0ZYdYRYW4Z6/gCIm63xUVp5mnfI31DO9Bpw/QAjN08/l9ab1htaB+kgZ2dnJ6xnz559nhEdhrLpivFi9Io/0jfp7u6WbkIA5L9Jo9AmpDmSSlNV14xjx62dnR3pe9BsNiUNh8X6+PIcMyeU9+QE6NQ1AqM020l76ejY75ikCY/EDDhGEhS/9rWvGTpq5XI5oS0Q39DlcpxOJ2ZnZ0VJ6oAI55AHC90dYnEUVM4NFX+5XMb29jZ8Ph/sdjvC4TB6e3vR09ODSqWCXC6HGzduSCFNuhusnsLAiM/ng8fjQavVgsfjkegwa/95vV4sLS0Zsljq9TpCoRD29vaQy+Wk/aI+yGw2G6anp2UNgLabz85ugUAAp0+fRk9PD1544QXEYjFcu3YNoVAIoVAIjUYDGxsbaDabCAaD4r5qEi3XTm+Qrq4ukQe6THojUdkyT5OHJO/N5xAP1imS9XodyWQSr7zyClZXVyWIZbVasby8jImJCUQiEcmQGRwcRDAYxNraGkKhELq6upDJZDA5OSmwD9sRUH752+3tbZw6dQrnzp3Dyy+/LO53rVaTNEL+TuPJDObZbDaUy2X4fD5J0dMd1bQBQPdO3zsQCIji1ZgmaUR8BsfNvcL3ogLT7qhZ0XGP8rtUvLyXdm11Iy0qTU1c1u4yU/74bxaLBdZjx449r/1rJsVqn1qndBD450sy2Z4LZrVa5TMOVBfk0y+mtThPCwYncrkcyuUySqWSWAo695EvoCMxvNfe3p48g63uiCnoyeOpz8RtLeAEXMmPo2I8fPgwnn32WQOD3WJpd2nXjPdIJIL19XXMz88jk8lIZI6bi4JLLhOVBsdCi87lchmigqVSSb7PwA2by/AznXx/7NgxWCwWsQapHFgtmb1TWcjSat1vX5lMJuH3++F0OhEOh5FOp0UIa7Ua8vk8gsEgzp8/j/n5eSlUwH+/cuUKYrEYwuEwvF4vRkdHsbu7i0wmg3g8jrGxMYk0Li8vY3NzExcvXoTD4cDU1BTW1taQTqdRLBYRjUYF++XprrEzgvU8/MwYLZWA3kS02OgVMP1K9yDmJvJ4PHA6nRLxnp2dxb1797C1tYVEIoETJ04gGAzi3XffFaz1zJkzuH//vij4nZ0d9PX1CfbKvaIDJBwbmQ+9vb341Kc+JWW7NFeNGDd/w33G+aGy4/c17kULkg16NH+SbTprtRoCgQB8Pp8oMCpJHSgE9vFyshe0UtNZEjRCqJzNnpymiVFX8ADVRgffnbqLBx/XTMcM9vb2YD19+vTzPAn5BR2FJfCn02Q4WZ2dnfB6vaJMgH3OnDn1Qy+IVkqtVktcRLpppVIJlUpFOkvpRWLhRO2a6gAJT2X94vzDKBEVuU7/4ncJNvO/CfTTVfjqV7+KUqkklVsZ0ezs7EQ8Hkej0UAoFJJTPJfLobOzEw899BDm5+elygQrCpMA3NnZiUAgIBYA34HKTpeWJ7+Ki0jlyHViM+disYiFhQUcP34cgUAAR48ehdvtRrlcFjqMzdZult1stgt/6qBUZ2cnVldXpVtUsVgUy5qW3cmTJ+FwOKSCCa1bm82Gubk5PPXUU1hbWxPu4OTkJDweD2ZnZ/Huu+/irbfewtNPP40bN24gm83iySefRL1eRzwex0MPPYRqtYrNzU0UCgVsbGyIxeT1etHV1SUWeqPRkIozlENaaeRf6tQizbdiFJMwAoNJ3HhURpRRj8eDRx99FEtLS+jr60M6nUYoFEK1WkUqlcITTzyB3t5eFAoFpNNpuFwupNNpVKtVDA8Pw+FwSD9XDfvooKBOpXQ4HLh69SparRZOnTolNQF1RNUMH9AD0AR67alYrVbxSvjv3JPUA8ViEeFwGD6fz+BuUlmRy8dx8t40JijXWhFxjOaIK99ZV0Phgcx14rO5V7Uu0fqERhjnp9lsHgQjDq6D6+D68F/W8+fPP09TUtMptEWn3U66Xhq8JXjOE5RWFTvTU5sTmzKHoomB0J1oNNrd4IvFovyGvBtaYbTI+JkOt1OTa22v2dQaL6QJzN9pTIf8LLr0gUAAzz33HFqtFtbX11EoFKRvqt1ulxZ/Dx48QCQSwbvvvovJyUmEQiEsLS1J9VhaCNrM5gnGeU8mk0KP4Jj4Pc2I58lL979Wq2F2dhabm5sYGRnByZMnEQgEJBUql8uhUChgcHAQ0WhUaBKFQgFnz54VSgLr1LFfaaFQQDgcFo4iq1w8ePAAk5OTcurb7e3+CAzMZLNZPPPMM+Kmzs7OitWfz+fRarWwuLgoZOOTJ0+iWq3i3/7t3xCNRnH+/Hk0m02Zv0KhgKGhIUOtQMItBN+1dQPAgCVpb0UTtLVlw3ubAXH+N6GQS5cu4fLlyzh27BgWFhZw8+ZN2O12DA0NyZzR4uc+CYVCcLvdBpeVY6XLSouFngXl4pFHHsHZs2exu7sr6X5cD1qb9J70vZnOp7FwEqr5O1roDGJpyCAcDst3Nc6p8Ti+A/eWdln5bnSrGfjgeLXlxRqK/C6wTwrmdzXljHpL433c6xqPtZ4+ffp5bmhuHnM3JW2282WazaZsREZlOCiLxSIllLSS02YxF58D5+Dr9XZfhkKhYCApamGhYGtMjULdarUE3NfKmhNCYq3ObTRHaCnUrLfHRTpz5gwefvhhxGIx9PT0wO12Y319XSpEsI9nPp/H8vIyGo2GuIWrq6uYmppCKpWSe5LgyQXjGOx2OzweD9bX18Vt5b/RZS0Wi+LW0FUdGBiA2+1GJBJBb2+vYU2Atju3tbWFUCiE0dFRRKNRwbaq1So2NjZw5MgRuN1uTE9PC/eLeN7u7i78fj+q1aqMmYGFiYkJ9PT0CGaYSqXQ0dHOB43FYnjvvffw+OOPY319HeVyGT09PYhEIujr68PS0pIEYPr6+kQZ37p1Cw6HA2fPnpW821gshng8LlVVzBE8bgB9YOmsF25UyqyugsEghlaEZmWqie1ck4GBAXzkIx/BwMAA5ubmJJizurqKkZERtFothEIhuFwueL1etFotURyEHghD8G/i3yxtTle6Wq3iypUrWFhYwPz8vBzm/D5dUn2od3d3C9at3UAN8XA/kN/Hw8jj8cDlckk6Ht+Z5ex1I3DuNb3HdeDQrIw0LKa5dfr3nHutNKnY+F2Nb1LpU2Y5N9YTJ048z5emhtYhYW0dUXCI53Hj6WCEtrA+KNLyQSReppjwhdkopVgsvq+RjbbU9CIxakzMRvdaoO/PMk8E3hlp1EqTV6PRkOgzJ/ef/umfpGs8Gzz39vZieXkZkUgEs7Oz0u4ulUph9E/tCvP5vJzy2WwW6XQa4XAYVmu7EQmJqlSwWliYXsWDgnmptJr5Xjs7O9ja2kIulzOUx7JYLFI/rVZrN80ZHByUOSQhtrOz3TxoeXkZa2trqFaruHDhgvTOIL2BhxJBbOJyU1NT2N7exsTEBAYGBuDz+XD//n05YHZ2drCysoKnnnoKN2/ehMvlwunTp9HX14fNzU1sbW3JHJDAXC6XcePGDTSbTTz88MPwer3w+/1IJpOSk5nP5+H3+wV852bl38yk4CFJmghxXyozUlOoBLgOzBTS9+Dm46HOvTIxMYEnn3xSFPny8jKCwaD8v81mE4L23NwcEokEstksNjc3pYgGMVbKho4e82BpNtvFS99++21sbW3JOvAPD1zuQ9I9iAvTstP7o6Oj3c1uYGDA0BNLka8AACAASURBVMMll8uhr6/vfYV4+Yc4H3FBrdCo1MwRcio6zre+tGUN7PeB0EEkKmgeTDpQyn2t18xisbQtOp1ZwI2t89r4Uvx/al4Cs5wkDWZqmgktLrqLdA04QEZJGVioVCqSd0mOnQYXI5GIofCkVqI03avVqlicFEhuJHKjaK7rmnZ8Bl2IYrGIRqOBSCSCT33qU3A4HJIP6PF4kEqlMDAwgOvXr0tQplQqSWRYu9IE0QuFgiRLk3fU29uLcrksc+12u4XewagrE+31IcTMDgLuPLC8Xq8h3A7s51My7YenfXd3N8LhsCgFNsxZWVnB7u4uxsfHEQqFJDJN4J9Ru1qthlwuh/Pnz+P27dtIpVIYGRlBNBpFOp2Ww45u1rFjx5BKpZBOp5FMJnHixAmhxOzs7KBQKODixYt4++23sbe3J93I3n77bZw+fRqjo6NIp9N49913sby8LJuYckWFp6OzPJwpJ1pWuBkJhejDWSs+zhkvKh9N73A6nThy5AiOHj2KRx55BKurq1hbW8PExIRkdJTLZWSzWezs7GB9fR2ZTEb+5udbW1uyoVmYgGtPmXruueewuLiI4eFhLC8vy77kpdOjOP/c1zqHlAYGXVempvl8PmQyGVitVkSjUXi9XoPyAGBwD2kxdnZ2CgSlg1s6SMH9rOknev/xMx5I2mOjoqRca5oJDyBtPdbr9bZFp7GpD+LYUEHR5NaWlcVigdfrFYGhRacrufL3dMt0SSNiS1SkzE8sFArvy3nV1AmeWHQpaLZzHBwbx61xBFoz3LScTLNCZ/HIzs5OTE5O4umnn8b9+/cxODiIVCqF7e1tDA8PC99raWlJckfpxkUiEbjdbiwsLGBoaAhbW1uw2WwSad7b2xNlwTH7fD55dkdHh7hWLLaouVBcO63kyD0k9sR+FFyLWCwmViQAA2eKOaPHjh0TXKdUKqFcLos1rCNq3d3dkpebz+cRjUalanGj0ZDS68FgEG63G9FoFHfu3MGzzz4rrTXn5uYE4+P6nDlzBjMzM6JkUqkU1tbWsLm5iRMnTuDIkSNIpVJwOp24e/cuuru7JRndTIWgtacj7VphUZHofG5G/Og+avqEZhRQcepIHw9ut9uN06dP4+zZs0gmk7BarcjlclhYWDCwGyjf29vbKJfL2NjYQDweF4oJYQJSP2hE7O3t4dlnn8XTTz+NmZkZKZrAsTJqTyuOtDC+D70yzhUA4UcSX6ReCIVC0kCeNCnuGXob+rlmDJ+/0ZQgnexPeIjzqQ8bjWFrT04rSX0oaR4d9cFB1PXgOrgOrg/9ZT1y5MjzzWZTfGwy8c3APF097bp2dOyX5qHm7e7uFstC93qkdmUpHVpVGpuj60rWP/8mbqcjuxyXxid05EpHNTk2lrzhqc8Ee1pI2txtNpviajWbTXzpS1+CxWJBb28vEokEotEo3G43YrGYFK9klkE8HsfCwgIeeughrK2toVQqob+/X8B9Ngi32+2SjqP5Wozwanedc1kulw31+3WAQgeQiMlpmIApc6yHtr29jWAwKJFg3X8zFApheHgYPp8PAwMD6O/vRz6fRyqVMrjjPNH5TOKFbAqTy+UwOjqKSCQCp9OJoaEheL1eLCws4OTJkwiHw7h586Zgm8T+Dh8+LBkZoVAIqVRK6u7NzMxgYGAAly5dwsTEBOr1Ou7duwegXeyS0XsC1YQvtLVGK09b8wygcc3pymsOl05D4u9pfehncK+w49uhQ4eEQ7i8vIxKpWLwOOiWahdPV0oplUqwWNp9Jrjf3G63ZBI98cQT+NWvfmXIsKGlSUy1Wq3Ke9ODoDfFtEJ6NcS8ySns7u6G3+8XK5yWK+eOVqdO8eSlvSq64JRVnYamdQ6fT9nVUXNRXn/SJ3rvS5RVcXc7OjpgPX78+PMcDP1bAvp6gGSO65sSk7BYLCIUBFy1EOiHa6CR99DBCLq1JA1rf5w5iFTKfC6wn1NnVqya0MjvcEG5CajE9eTTheZvnn32WcHLwuEwNjY2UCqV0NfXh0QiAa/Xi9nZWakvx+grI5/5fB6lUgnValUCGg6HAx6PB8ViURa/VqsJvqYxCEay3W43NjY25PsaA2X0SWeG0KW1WCyy+QOBAEqlktBN6OJare20PUaTGWAiCTgQCODcuXMYGRmB1+tFf38/SqUSgsGgpAKy7NXg4CDW1tbg9XoxMzODeDyOdDqNRCKBarWKyclJ/OQnP8Hs7CxCoRAmJiakQgcVDrNPWMOPyqNQKOD27dtShur8+fOw2+0ol8vY3NxEPB4XVxmAbGIhj3YYmyJxDqkEXC6XUBzolmmFRPnhwUEZodzxcKXs013u6OhAOBzGww8/jHQ6jVKpJNFLMyUGaFO5GF2vVCpIJBKIx+MG6IeVUqxWKz7zmc8gkUgglUoJUVrDMTzgNVjPw1Tjf6xqTZ3AKHB/fz92d3fR09Mje5guKgNjZvdR06O0i6mNE3NwUs+HDhSaA5u8F+WehG+9JlxT67Fjx57nBGvQmDeiMiE/idYYLTLy5ajomKpFRaNxDP5NoeGlgx8WSzs0T0C2XC4LNsGJpADxecSVzBhBZ2en5PcRo9E5rQDk5HO5XIb3ZrqUz+dDd3c3/vqv/1oaw6ytrWFkZAQ+nw/Ly8sIhUKS6kN8ze/3w+/3i5AVCgUDMEvqSjgclgAMBY14isVikSihDt6Qu8eTmHO3vb0tFjPTjAqFgigOPX+hUAjBYBDZbBaFQgF9fX1SLZlzlc1mpW6cz+eTTTkyMiLYbCAQwObmJjwej0TsrFYrAoEApqenMT8/L/XIJiYmpIz6xsYGnnrqKUxMTKDZbGJ2dlYsQ2Kuq6ursoaUF6fTienpaSQSCXR1dSEWi2F2dhaPPvoo/H4/FhcXxRvwer1SpohWllZAlAN9oOhgFWWI88s9wsirpkPowBAtFx6UxDr14XPq1Cl89KMfhd1ux+TkJKrVqlBA9Kbn86rVqqSs0dJrNBpSRoky86lPfQof/ehH8eyzz+JnP/uZYOr01PjezJvWHhoLI1BGedHKdzgc0mxIRzcZnaYFSxyea6kDCjqYoOdKKy7uUx5s2prTSpNeoA6MULlpniUAWE+ePPm85q1oU52Dp0mqcwA5SCo5PoTupVnDfxB4qCeU4WNNUGXvTC4+hZUnDOu70SzXyfIUUl0XSycG6wnkYuroDhdvYGAALpcLFy9eRKvVLo/e09OD+/fvI51OY2BgAEtLS/B4PHjvvfdQLBYRCASQzWYFwGUKEAWSfCqn04lKpSIVTbLZLKrVKoLBoHxO05xzY7e3O20Vi0VR1gyYcHPwNOeabG9vGygGPDj29vYMitZmsyEajcLj8UhAiJYHD59kMolEIiHuIbl+TqcThw4dwqlTpzAxMSFu1cDAAPr6+jA8PIw7d+6IZW61WjE7O4uFhQUMDAzg4sWLmJmZkSBWoVAQRUS6DF1QHjhzc3NYXFzEnTt38ODBA5w/fx7Hjx/HoUOHkEwmkcvlJDJMWozmclIJ6M2jXU8dqTdHYqnYzBAPLQsd+DBHfXWUcGJiAhMTEzh//jzGxsYkiOPxeAyFLnkfym+lUsHm5ib29vYQj8fh8Xgkx3xoaEhqE966dcsQVQb2o7FU+MB+zwoqB1JRuGcIfWxvbwvjgL/X8/dBUWutkPiHe5WwCd1pPT80gPQh/0GQgfY8dfCFStZisRwEIw6ug+vg+vBf1unp6ee1S0d8hxYdTyZSIDSW4HK5BJvhZ2R8ExsCINqaJyY1Mc1ohtBJoaAZz6R+ngJ0Tcl3Io6iLUWNJdLyAyBAv2bJ/3/sndmPnOl13p/qqt67q7qW3ru5DMnhDMnJaKEUOUEiJHIgIEIcJ4bhG8O+DXKT/AkEglzkIkAAB4KNJHJyY0dANguwEgVytAGjcSa2NPtwGU6T7L1rr67eqyoXpd+pp76Z/ANKfwBBsrvq+97vXc57zvM857wOArtHdHR0FB7AjRs3NDk5qfv378eu2mg0tLi4qLm5OW1sbGh6elpPnz7V1atXtbCwoK2tLV2/fl0nJyeam5vT6OhoeHVjY2Nx2hVeUbfbjTMFZmZmInvh5OQkKH36kfeanZ2N2oEHBwdDpeSpA8cuh1eNOJkT7MnASKVScUYFOzApbeBD3CeTyWhra0tPnz7V1tZWEEblcll/82/+zZhYy8vLymazKpfLIYeYn5/X66+/rpWVFRUKBWWzWS0uLqrRaGh/f19ra2vhqRYKhaifRjhEXTnggfX19dD8cR7G+vq6zs7OdOvWrZDFVCqVCB8d0/RsGTBcvOOkfsslSa7V8v4l3A0A/Bd4k4da0gAu8cgone6f3/tX/spfiaozKysrymT6J6G1Wq2hDCI8mlqtpnK5rLOz/sli09PTgTffuXNHf/zHfxxREaHv9PR0eD5eLYTDl5LrAu+K83AhiDwtDFyMezlhiNfm81gaZJ54qptrevmse4gekeHlhTFLD1I+aUfYmbt37z4grk2qjBkgjABliHyAMSKEtaSg4K6zMHlxBx5dBY1xIXRtt9sB3NNoDJkzwcTyiIPBuHgPDKhPWB8QDJ53JKzVxcWF7t27F2lI1Wo1WMu9vT21221NT0/r2bNnWlxc1Ntvv62DgwPdv39fGxsbWl9f1/b2dmR5sLDm5+dDUHl6ehoHWBeLxWBkaUen01E+nx/Ku/S8XP5uNBqx+DByEBiElufn5zo+Pg6MBayGMPrDDz/U0dFRlFzPZPrHBOZyuRAME3ZfvXpV6+vrkS44Nzenu3fvhoGTFMTW5uZmCLh3dnaiTeCJp6eneuWVV/TKK6/oK1/5ir7whS/ob//tvx3t4gDqTCaj+/fvq16v6+tf/7quXr2qK1euxOE9v/u7v6sXL14EtvvKK69EqAupQbl1NIlcLHoPh5gbruGiIohjaRgxB/odniEcdIPHHHRsnHvNz8+rWCxqYWEhzvd46aWXogZekoGE+eaYUc4DmZqa0uc//3l95zvfif9TnYX7eFjKus7lchEOsu5IVTs8PAzSiPxp1heGi/sCeXmusW8CznjzfW8Hm1HSoPm7c0//uX8/jOCrr776ANwLC+6yBF4CRgNrjaXFwDH4ntTPgDrg6Rbbxb0QAew8zWYzwNlMpl9XCwzQd00WtQPIbhC4J6D2Zxm2zwKkaeu9e/c0Ojqqq1evamJiYggwzmQyev/99wOQX1lZUalU0gcffKC7d+/qk08+0draWiS5Y1SOjo7Co8I4gxlJCnyrVquFBwjBAcZFO5mY4+PjUQSBVDFkCNlsNiZ4s9kMgimVSsXuzr8//PBDNRoN7ezs6OWXX47jEUdHRyMJnw3p/Pxce3t7evXVV9VqtbS4uBiLBIyzXC4HloQHmE736/WVSiUVi0X99b/+17WwsBA4arfbVb1e14cffqj79+9rfn5eX/nKV3T//n3dvXs32OqHDx9Gov/v/M7vhKeQSqV0cHCgk5MTlUqlOJSH+cJYgdFhyKTh1C7PpHGmNZlxwPx3jNgvjJtv8m4Ana3lflLfk11YWIhjM2/evKlXXnlFkrS5uRlr07NAMEBHR0eanZ3VlStX9M477+jZs2chOuYdnWTEQLnkBtKA92VdEGnAtmO4eEdwYvqQv7mHk070A562C7dxspz88Wc52UA/8jmMJ2sq/frrrz8AuCZcTVLASQ0dE4GHslNIgxOKCHOcEXG9jdP9uK6pVCoWdbvdjjAWS41MgBckdMOK85J0LAaOicY7MIi8C14Qg46ndXFxoS996UsaHx/XnTt3tL+/H/myeHTz8/N6/vy5VlZWVK1WdXZ2pmvXrumTTz7R+vq6dnd3o+ji9va2qtVqFMp0hgmgFzX+3Nyc9vb2wshIfTac6rvACoRkY2NjwY4+e/YsUsiQkKBRu3LlinZ2doaIGkKLyclJXblyRdevX9fx8bHeeeedKLDJPXZ2dkJ/NzY2pnv37unll1/W2dlZVEOp1+vBDL733nvxnr/6q7+qV199VVeuXFE+n48za09PT6OKCvMkm81qfX1d09PTUe4duQXs9t7ensbHx/VP/sk/ic9Rpn1hYUGVSkWtVkvpdFpXrlxRsViMxYihps7gyclJsNOeVYOR83DKpQ/+O19ovshxHvD6+EzSM3GA3T2VfD6v58+fK5/Pa3JyMqq8HBwcqFqtxvpBPtTp9MvVFwoFTU9P6+bNm/qP//E/xpyWPq1fg7BhPuDUcLgNnhbtZLPiEB3eESOELAWbkHwvbIFHJ2yQOF5OMiQ1sfSxK0G879177nYvMyMur8vr8vr/4Mr4ocvS4FAKD+ekwS7mVC8W33e1zwIDkyJeLq/K4M/3g2ocwET74+prB4wlDVlzf557fQhJz87OdHR0FAprLm8jh5fgSezv7wduIvWPMcRLAvP55JNPNDLSPxCacIRk6XK5rN3dXZVKJUka2kk5VAU85N69e3rvvffiAOijoyNVq9UIYSXFQeO+W7/88sva2dkJEBp5Bl4cSeA8HylCsViM0ttf+tKXovCAC05rtVpIC7jn2dmZcrmc6vV67PBnZ2f68MMP9fTpU/39v//3Ywzb7fYQPsiYgUl531NdWhrMPyrlnJ2d6dd+7ddibCCRrly5Ev2CJ/LkyZOALajwS71DqX/+xvLycvQhxA76tSS27N4a/3dQ39cKEgnHWPmbqIgxd4+Jn6XT6SjfXi6XJfWPuHzy5Im+9rWvxc8eP36s58+fx3m/ksLjunXrlgqFQsxlojZfS0Qqs7OzodWT+qQSxQB4R0na2dnRixcvYh247s2JF/rKsXHmAl6a/zzZL05GML/9Xp5l4eJsH4N0Ot3H6DyDwENJr8DBFwibPA2IMIn/e2K/u5h0BAPqWh5e4vT0NEK4i4uLOKyF8Hp6ejruwfNIXAdPIBwkzP0swJefYYQhTmDg0EN95Stf0dTUlG7cuKG9vT3Nzc1pe3s76sihf6MsFPgmHV2pVKJMEknxpHHBvmYymTB+YGdUNllfX9fjx4+jIgrfZWEwdn4mhNRPM7u4uIjsjG63GxrH4+Nj3bhxQ0tLS6rVapqYmBg6kZ2Nyyu/YCSvX78ezB5YGRo8SisB+E9PT+sLX/jCkJEAu6HajbP9HuJcXFxEZZxUKhXC8UKhEFouFt7s7GwIo/k8ekTmA2eoUsZqeXk5hMntdlvj4+MBTXiJfd4bGAehN3MQIsDxNWcRnfByMN5DOZ+L/Mx1bzDgjx49irXy0ksvaXt7O/Dy119/XXfv3lWtVov7TE1NaXZ2VoVCQY1GQ3/+53+ubrcbc11S/BuCIpPJxNxjjCGSWNcQOZlMZkjLyjonNHVYxhPtCVs9tHdnyMkfxoi+pe+c8KEvCbMhLcFfO51O39ABhDOh3BrTKAb25ORkyCjwIhjBycnJoYNmnCXEYrvxkxRpQ0wcPBfOMKATMJ4wPQya4x1MDgYbY+tYi7PGgOt0JO/c7XbDo9jf39frr7+u8fFxPX36VIuLi8GmplKpkC80m011u90QLxcKhahCMTMzE5vE9PS09vb2VK/X492KxeIQg0WtLZjPQqGgra2toYmXSqUiA+Lo6Cgq14LXUIQTrx2CgoN3YK3BQ/HQaQMlpBgnqpJQfZhJ1Ww2NT4+rmKxqNXVVS0sLKhQKES2RbFY1NzcXIhbkSX4OEDYMLcow4WXhdE9OTmJFDYW387Ojubn59Vut2NMIR7AX8G2OC8DkiaTyWh5eVm7u7vxPmy2zBs2NUTz9DGsuL8Pi5E/rmZwFpP5xjpzlpaLhY7HkslkVCqVYvO8evVqHCDearU0MzOjmzdvanJyUoVCIYze4uJi4HTuAeVyudjYcEQ8A4qxpW3Uh0ReglwJaRJ57p4FgtFhLWIz3JC7AWR9urfMZz6rX+hnX7e+lum39L179x44Tc1ge44ajCysJ9YZPRcaJyQlWFNeEI8C48a9ABfx3phkeCLoftjlAEQZBHaD/5fxZJfEmPG8ZJ08Fri7wCx03vdXf/VX9fTpU2WzWT169CjA+I8//lgrKyuRrjQyMqKdnR3Nzc3p+fPnEVrj7dAuTpXa2dlRqVQayg/20IjTw87Pz/W5z31Ob7/9tlZWVuKgGk7FYnB9vCCX8FKmp6dVqVTiXd0TxrCTMpXL5WKSe+lvFhSVjwH+PaWHCcc4sxnhBUxNTUX59PPzcxWLRdXr9SBa8Hoox1UoFGK8kN9gzCFByBemD5G4uFfBQs7n81G8c29vT71eL6Qy29vbAW2Qzsb8cE/D83J9Xvvi9MVLX/DvZMjG532RYyjwqknbe/HiRTgPV69e1fz8vA4PD/Xs2bMYO7x81uHq6qr+03/6T5qeng72nMIPsKqE2CsrK9ra2vpU2hjrDOaWWoakn9EXSTjKCwzQP2xAkBYYWneGMFL0q6staJNndTkxyRzhu+lbt249SKZMMBjuTnqj3XsirQhDxySAmcFw0FFJ1xSj6Z3YaDR0eHgYEgtYQRhJDxMIe5yq91AL4+1J26Q/+S46Njamdrsd2h8mAlKKf/AP/oEuLi705MkTra2t6aOPPlK1WlWhUNDm5ma48J1OR7lcLpLlt7e3Y0G22+3Y9bxqxIsXL3R0dKTFxcXYmbhgWicnJ3V0dKRbt27pww8/jL46PDyMctfgaTDfeDAcV0cFDN8AcO/BZmq1WujNlpeXh46J5GhC7yOYzE6nEzXueAdgD3J7OYcWaQPvyYHJ3j7mHPOKyhsYx/Pz82AhCctJWmeTJrTF63DpSD6fD2NVq9XCO7l+/XrIYRBig+OyIAndMb4eYTDfPRLxOe4LNRnCYhB8k3AjyHzMZrPa29uLRX56eqrFxUWdnJxof39fx8fHcZ4JZwzncjmVSiX91b/6V/W9730vxh/jwZyhepAbEf7G6DtmS5HcqampyC3mPb1PPKkADx2WmPx4txMOpXG5l+cRo+sK+Q6/D7WILq/L6/K6vH7Jrwy4h1cExoUF2wEMZJdOhrrutnMfZ05cL+M4hCvR2X3ZNaVB6CANPEmPvd3zAdMBU/Ia/NIg3QSMgZ/hfXCoi6Sh93dtUa1W09WrV/Xw4cNg9x4+fKjXX39d/+f//J84wBnSgjCRdlEHbmRkRCsrK5IUQtv9/X198sknkqT19fUAhfP5fDCh4+P9k97/2l/7a3rrrbf6A5jJaG9vT/l8fghgxhPJZrOqVCqSFGehenbJ3t6e1tfXw1Oh78Gotre3471WVlaCNWWcOVkebA0Wb25uToeHh0PM6fXr11Uul6Mv/MDrSqUSIZA0ONAHHBF2DzKG1DSpT0Y4mSIpznilnVyzs7Oq1Wqan58PlhtPlrM8YLmvXLkShxn5Z6VBaSfGgDnY7XZjvNCVSQORuhcJcG0e9yTU51mMqUctZNB4uyTp7t27+uijj2IekZifzWbVbrf15S9/WdLw2aweFp6dnalUKoWOlXfw08K8ra1WK+Z3uVyOjBvOF2Fswf5h5CFssCUoHoCWXAXBnEqGwkAcDpFhyzwTCs85/fLLLz/w2lVMWA9jHSwE18G1JfxyMiKdTg8Vh8TIuOtL2ESjCV0JS6hewqKCMOHeHo8TInmo6nXm6Dxf4KlUKtjLZDqKy1fosG984xvqdrva3NxUsVjUo0ePVKvVokQTbj8LmwwK2n98fKxyuRxly0nHWl5ejnCkXC5HXik4GO9N5sP4+LgajYZee+21SDEje2FmZiaYsdPT0wgj6GvCV/Ar+qVWq8WBKpS7Wlpa0uPHj0N0Sj/yXUJJ+ogxIq+VcHVyclL5fD7wQeYPGJwLRskLHhsbCzEwmCF95pgZn2WDYv5Ig/xYFhqGqd1uq1AoRAhM2FapVJTL5YKZpeR9oVDQ+Ph4sL5uJBDGYuQch4O4uLjoF8Jk7joBxkJ3LI+1wUJm46H/YUiRizBfWJsvvfSSGo2GZmZm1G63NTMzE/nM5Kd+97vfldTfDDg5LpfLRSko2gWjn0qlgllnzTlmx5wHG01WLWLcPOWOe3g2BptrMkMkuRadzcahciwz6RClUql+mSav3+SxuLOv6fTgZG8GgMEDrMbCMsHA6hhcB/9pKCyNa8k4xAXsxDMZuDcGLpkG4kbYgV0mkRs/3o/JBpkArgLm1ul09I1vfCOqHL948UKLi4vK5/Pa29vTSy+9FMceTk1NheFoNBoxaTHqlUpFy8vL8T4UtKRt7JSk2WAkMcCwfjCllCQC1KWUE5gHnpoffchRkpw/sLy8rFarpbOzM62trYVUZmxsLHIbkXs40QBG6uQGxh7JAccj8n6QJx4J9Hq9oWR02olhYixd8tHtdqM0EYYQ2QOLynVfMIGlUikWkxNSGLnFxcWQF5F5MD8/H4UIyCl1nLLX6wWOB9HFYmWD5XLD63i1Y7OeUeTqACcpIIJgqDudTuSH37t3T2tra7FxUfmaZ165ckV/8id/EhIgjB66QTYu+pHzTTCotJV3wbHY29uLXFuMHe/C/EBGxLi5QXSG1vF+vsfaJt+Y/kp6pj6vwsl6+eWXHzgr5bS5570xgZgw3Gx6elojIyOhefLJ6MbSLTS7lntRAN6wk8g0cM2x2M76+A7O7/zlvZgACxThMZMZA++gMu3DcGcyGf36r/+6Li4uIhXnxYsXarfbymaz+uCDDzQ3N6enT5+qXC4HYUKZdKkvPCa1iwrDGBD0YRAJFFXsdrsqFAoRLgHaHh8fx3tVKhXdvn07EtlhylxviIfK5oQcBTgAYTNSFLSAq6ur6na7YXir1apGR0cj7KRKjDNnXFShJXwbGRmJM24xShACAOb1ej3mE+9aKpViETrLTgod70UdQDxK/yxzxTdwNxyVSkX5fD48ID8eoNPpaGNjQ51OJ4weY7KzsxOHl1NclHnlxpr5xTrj+cm/k5EFRo+2ugwExQMh+tHRUZAxjPHt27cD7Oc8Wakfkv+7f/fvlMlk1Gw2g6gBJpAUhB0btOdXu8dG/9frddXrLjk++gAAIABJREFUdY2MjIQHn5Rz4W2xQfBzjLfrdJ0EBcLCWLon6IoL2k9/eah9SUZcXpfX5fVLf6VfffXVByMjI2HBXdyHRXURoEtDcJvBTNhp3aNzvZw0fNygYxJ+punp6WnUpCP+59m9Xi+yCZzwYAdwlx8PlV3dQwXa4Lu8x/e0Axf4b/2tvxWYzpMnT+KZtBuPBH1Rq9UKPA1ZDC5+Op0ODFJS4Gt4r8vLyyGpqNfrWltbizLW7M4nJycRYpTLZd24cUOpVP+c3Z2dHY2NjQWWyc5JKALexzgDQnv71tbWwnPMZrOanZ2NCix4n+yuIyMjccwj+JdXhsXDZY65N0j4TijqmRmEuSj8ETonw6JWqxVVUzz0YYzwZPGu8Iqr1WpgdrVaTSsrK0PYdLPZVLFYDMLl9PRUGxsbkamQz+cjU4PzMTwzBm+F9roYHNmNF8jAm/NIyqUS7qUQabAG8fpzudwQVovYmXGnD3Z2dvTxxx9HJMXa5PkOC62tralcLsdaYA2ytpC4cIwiR3ziCXpE5bIZtJn8Yf15WIv9cbjDCUrmmJMryShydHRU6S9/+csP6FTHrZy5YMLwRW7MiU1TU1MBNHpn8nu+xz1d84JRwshSg67dbgfY6u4qIQWDggEBD8TN5X68A5Pi/Pw8DKWkYHc4e4H7Tk5ORjiSSqX09a9/XZlMRpVKRaurq0NnIZARQceDbXFvQmxCikwmEyWNCBvS6fRQhgYbyMXFhfb29rS/v6/FxcXAJuhzPyiY3EbHI+fm5qIPJYUWjsKdlUpF6+vrcagPlUJoJ6Wp6ONSqaTNzc0AxcfHx0PsS595TuLo6Gj0xcXFhXK5XGg2XWdGmykeifGjMg5YLRvW+Pi4Dg4OIj+Thco8cDxpdnZ2SKdJeE+IStkssDVgHIwWYD6hUqvVCmLo/PxcS0tLAf5zfiusP/gk85bFjYGjiopXNXEgHYwXHShQBH08MzMTbK/UZ1q92gtOB8/jnouLi/r2t78d8weGNqkFJLx1Q8M6cxKIuc68hPWHlHQYCzaZ9ck8cFIyCS+4BhEHiu+xOXqea1Ldkb59+/YDOlPS0OCj1seqMnEwZADUXk0YzAW5R9KoJXcn2Dl20rOzM1WrVUlStVr9VJoHbaGDuSc7JGyq43UYNGd9+R3GPSlOdOGrJN2/fz88pMePHyuVSoUgN5VKBdZBO8AXYQu9rhZYJCp9GEDqe/EZTgPDa2w0GlG3zdNs2PGOjo4iD/T09FQHBwchFgVrSTLKt2/fjsXJxIO9zmT6dQDBvorFYixujJenmpEHSpskxS6fTqeDKXQQHw+61+spn8/Hs/P5vHq93hDwD/GBh4bhIE2LOUH/Ymgx0vQT3gY4JQsTY1ar1aKWHd44v6O95I+yMYNBlkqlIaUAGzTzHCLBCTAwReaz94t7MHh6fAaDhFibtQGrzZg6vg3LPDs7q9///d8fMq6sZydxWC++EdMXFxcXQSIloyOYajZUJ6+cXHElBF56ch26kNjnLmsXW4Id42/H79J37tx5gIFjImDcCDUcICXUYfKlUqlg9XAT3cVmoPxn7mpipDCiVMwAWGe3B5Bm4vJz7sdC8E6TBro8Fp6zq84cOxvsbjA78pUrV3Tz5s04zWt/fz8AXD+aEQONvIGdFQ+AAcKrJM8XlfnJyUkkqDMOhKEYz2KxGJ4gqUnsZiMjI5Ezur6+rp2dnahwnM/nJSnCT3ZwPBYvx97r9RPhIQzwUshYwXvEuDPBeG9JQ7IXdIlJ1p3xz+fzajQaUU2ZscYzQD6EEXOPMJfLxaLBADOuzO1Wq6Xz8/NgKPEukdO4dAVWkLXAnGYRLi4uRmSAEcS7Ru6CIa7X60PznXfxZySNhEdNzBEP/+g/jI8TZ86OMq70Ad9jnf7gBz/Q3t6eJAW7ybxnzJeXl4fIDsYRGAFDz0bCeKNNJT86mWLpSg93gli7TlLQ78wxNg/mkIe0OEvu0aXTaaVfe+21Bwy0szpu0ekIDxmZsKQ0IV9gUbpmJomx0ZkIP1OpVBgKJB3lclnn54Oy6OAG09PTweqAIfE7dgoGzHE40q5gj7xthGp8D6+KCUbY+4UvfEEnJyd6/PixstlslAZPp9PBeuJd1Ov1IYwQgSc7IaVwaB9tY+cC46OfWPy1Wi28P9c74ekQtnuIzGLrdrvK5/PK5/NDhSeRGbTbbTUajZC2UIwUY0TCNyWNpP5pXfPz83rx4kVUJGEMnOnzUIS/mXNzc3NqtVrK5/OxuaIFo1gBE548Yq+Wk0qlAnMjd5NSUhMTE+F1OuzBRuKLCG+HxQde5ZEBn/ENE4nVxsaGPvzwQ42Pj6vVakVIe3R0pP39fR0eHmp+fj40lswt/5s56Wyle9u03+VTvr7cmHmo5/OY+2xvb+sv//IvNTIyEkUPxsfHo+pLKpUaOt/ZL0JF2kCEQVjKIeZEFNgJ4AG822Q0BczjuJ1HXThdHuG5p+dzwr97ybpeXpfX5fVLf8UB1lhbQgNpUFaF3Q7QHIuLF5fP5+O7jg9IGrLKWOkkOwLQ7KFrs9kMNTr3YReE4ZEU7BzaP0IYdl237FRp8N3JWWG0dLjChOnsUF//+tfDE3r06FEUMoQ8cTErADEsNNU1eHd0dJAnJMSDISHsxdMEGId9JWReW1uLApvOZjk7Nzk5GWA5Ya3XF6Nvcrlc6MS8X8AdAa1HRkbizNTbt2/r6OhIpVIpqmqQvO94SafTidCOkBsvgmKiZ2dnarVaQ0A36XiMLUUQvF96vV4IY6mkA4DebrfD8+A7eGXuDfV6vRBE4xEj0Gb83YuBEIJ0azabev/99zU5Oalqtapqtap6va7Jyck4BLxQKKjVakVIvr29HWEzmK8Tgh6GuZfiHqjDQcw3vCYPiz3CIuwrl8t66623gkHFs/KwklL04M70TafTCbzWcUdsAusMkTi6SiJC/i0p8FEnJ114jafLeybJCCc6PW2U9S39Ql5CDA4ImWRImfBgIwwENLbjMrBeGEoMHBMkKQthYvFspCUYP6qX+H0IGWirtwE8jvvRGS4f+SywN0lTE9a4vOVrX/uaer2e3nvvvTCmnAxGOMIAYIjr9XpgVSw6BuT09FSzs7PB4uVyuXDdJcXBNYQAYGIIt8/O+odMI2BlgDn1q91uD+VbcgTg/v5+GCKvO+Z4Jbhrq9WKMSO/tNVqaX19XdlsNvJxIRiAII6PjzU/Px/9wZ+joyMtLS1JUhANkCtIcyAHOPmLyhjgPdlsVsvLyyGf2NvbCyNMmI9QlvngRBZGwzEfqrTQf2BOLCo2BVK9MNJsJO+8884QPtbtdtVoNEKKhBGl4Cf5x+BN+/v7Gh0dHQqp2XxZsBhkdyTc0PniBmdzAS2/Y+3MzMzoD//wDwOiSRob+g6ckO9ywDnpYnwPwpLUPsLXTCYTB7mzkbMe2dy9YK4bNumzq4h76qCPYzLrKRy0e/fuPQBw5SEsNl7W8TXHvdBdTUxMhKLdGTV+hhX3dBBnep2MwDs6Pz+Pullghhg6j+0jBk8AuUxqPD3eD2kBhhiPEZkKbCcsmRMm9+7dCxnKixcvYnDQWXGvZrMZuBL6JdLHkHdQTRiPAK8AJpYdnr4eGxtTrVYLA0Uf1uv1MFKk3mAw0Okxrs1mM85urVarYcR6vV7UlHOiifZDImQymcC6OHgGYL5arQbZMTk5qVKppK2trciDZk6VSqU4kIYFzXguLi7GHKLqby6XC9IHz5INAWNDdeWdnZ0wxkmizCUWHmFAJGAoPUPG8cYk1gXLyb3ef//9oYiATXhkpJ+9sr29HThmoVAI0qVerwfmurGxMcSA4uG5R8c8T27abuySeJ9r9fgcRuxb3/pW/J+Ix9c+6wdjTdl+jJuXz3JMGmMHYQFrj1EFU2YjxrbQLtYe6x7jy3jwfOYlm7+zzdwvnU4rQyiY3BHcLcYY8XNPT/HPsNhhXpI0tRsDnuOuMJ9jEeMZsFh9kCQNeR/c13NZkQbwc9xxvC1AZNrAbgZrJw0qpHAu6OrqahQblRTVao+OjqLiA2cSIJeQ+nX+KbLZ6/W0s7MjSeHdoHmTFO0jKZ53LxaL2tvbC6+W/kL8C2u6uLgYRytilCRF0vbq6mqQCR9//LHW19dDZuEhIxOFRU34e3x8HO3mzNR8Pq/j4+OoyoK+7cmTJ6Fzu3XrVkxMErglqVAo6OLiIs6mlRTpYmwQtNe9McaGdLWRkRE9evRIknT79m3Nzc1F7q1XRXHZhzQwDCwi5hILkUXM811KxRzwNCkWJuEd7ytJ3/ve97SysqLXXnst8oolhRax2+3GORAYdYwa/TU6Ohrl6lkL/i5edQjj4/IQ5g8kFnOO9wGekgbkC4QZ7XKjxHM504WNnb45Pj7Wu+++G+ek3LlzR1wcSs5zISiT6gkcJf7N+Lg9cvvkNuL09PSSjLi8Lq/L65f/St+5c+cBu0US9MTqu4XEmrMDQgbginp9fQ8hHf+Kh6cHibrUket2+/W8Dg8PQ9DJ88BDsOBgMR6/Y/URLeIdknbDDkUowy6QBDwJG9kNwbJu3bqliYmJOOkLDA5XXervrsgKEFRyVgTPIlxFLiEpJAiECIR4hJ7UUYOwubi4iHSqg4MDtVotVSqVGDcqVhwfH4dXUCgUdHBwEGP5uc99Ls5sLZVK8V3u76A7Y1EoFCLbgjAXkS86NsJevO2RkZGQsvA9xNKEJF6hglDGxd+pVCrKdbsEgXvOzs5qeXlZa2trev/99yNUduyG8XVJg3tLHs0AzbhGEy8J2Uq329Wbb74ZnqqHll41l/C/2+3q4OBAP/3pT3VwcBBSndXV1fD8mCPlcjnWEuEZUQdeF94W74KX5R4ca9DXON958803tbCwEOf1SgPRNRdwCd9zuAE8M+lR8iy8cpcRzczMaG5uLtoI5MTlchuPLBlv+t51s4wpER0QAO+evnXr1gPPa6XB3ggezg09tAQoBoejRJCkWCBMbBpA/M2kIEzKZDKB0cHAARBjBMFSmAB8F7yOxYKoGOEjQlEmoRtzOpZ35b60FaPQ6XT01a9+VbVaTbVaLdKfMBRJpogSNzBno6OjkQ/JZykFTmWTbDarg4ODYKsymcyQHglci8U2MjIQuFJR5ezsTCsrK8pkMiqXyyHYvXHjRlQioQ+Pjo60vr4e5zhIg0N0UqmUFhcXIzODNtFfjv1QlYV5NDY2FuJm3m9qaiqOi6QcEobl6OgoiAfHWHzCMyeDSfvFRKeUNwaSvt/e3lav169z57jVZ1W5YH4RmvJsFu/09PSQkLnb7eqnP/2ptre3tbW1FfPLDR734nk8E73oz372M/34xz/WD3/4Q01OTurq1asRqk5MTKher6vRaEga1NdzDNqdES7H7ZzAY+PgfeirR48eaX5+Pg4aZ+3yGQg+sj9Y5y7k94OnIBror8PDw/hOKpWKCjXAKvwcXBKCjHehza6dA0v0DRDb5SoCjHOn84tTwDBEDrqyU2KokupjjBQ7MMybe0w8HGNDg9gZXKQLAUEJH9T87Eq0DRFtt9sNpbvXvQMbYHIBYGMs8eqYPLwbk4LPQU64ke92u/rqV78aE2dubi7OWEAoTJ+htHdB5f7+vqanp6Nv2TTA8sgTLRQK8T4uI2g2m5G3CaOGh4e3Mzc3p3q9ru3t7fC+8Jzq9bpyuVx4xT6OCHwxJKenp1peXo4STkx6sDQ8MFJ8Go3G0Nzw4pCkth0dHcUZG5yFAYbEM5JzCLIH/AxMKZ0eZEHkcrmYIxibVCqlV199NYpq4l3xO28rC8gxKn7O3HJPqlKp6Lvf/a42NzdVqVQ0OzsbkhE+414IcwcDAsPcbre1tbWlw8ND/dmf/Zl2d3e1srISG08+n1cmk9HW1lZ4KmCW3nZ/BxwH97SdRHHvZ2RkRA8fPtT09LS+//3vDxlJ1jWMNDnCGCOMl3uPGCgY2ZOTkzh2k0wS5EdLS0tDedlctNvLq2GUk7wB//bxcnbaI9SM72JcXocqOVjT09Ph4mJVqceF8fCdlcbzfwdrMQJ+ORnhFx6Eg5KAnkkX3all2oCrm0zoR//DM/gebfN7kbfaarWCab1586aePHkyFN6fn58PVY2gD+bm5vTJJ5/o+vXr0a6JiYnQ2FEuHKMxPj4ewLQ0OGDaiyVsbGxIUix2ScEYP378OBTp9LekSJRnbCFaZmZmtLy8LKlfIv3jjz9WqVQK4+IbIPdqNpuRTuagey6XU7VaDY9Q6h+oXK1Wdf36dV1cXAQhs7CwEOPp8xDtHcw1V6/XU61Wi/7i3TyXlwWYz+fjWD/6hrngc8vH2llMDASf393d1be+9S2NjY1Fn7u0gn7lYsN1UJ2FOTs7G0TN/v6+/viP/1g//vGP9Y/+0T+SJP2dv/N3tLy8rNnZWb399tvRX3fu3ImQ3CMu+sijMw/nXD7G+/Edl7H42vM1xmchkpwkoi3oBF2mggNADvvFxYU++eSTOLyH+UWkBwFJu5Lt9jbiCUoKeAqVCFc6nb4kIy6vy+vy+uW/0jdv3nxA2EZoh3iSWFxSAKKElUhSwA7QS6FyJpGX3YudDNcXq4urTfjYbDbDyyDvkpAZ+tqpfrAUdl33xAiZkyJIfu/vh2fKPSnX7FhUt9uNstokMr///vuR1C8NiAjwKkgKsItCoaBnz56FSJaQdW5uLvoGgSXeG33ZarUCF/UqrxQCKBQK4T1AfmxsbERmBhkXo6OjsZsSquLZI5OZnJzUwsJCHKsH8E25crwvxoxnLi4uhtdfLBbjbF5AaSpneIhCRWXmEKEVucCEnez2R0dHUTXHIwAP4UZGRmIMXGlPiOlj61IVns098FTpp//23/6b3nvvPZVKpdCJQpAQhrs0AmiACyii0+kMyZHq9bparZb29vb05ptv6kc/+pEajYbu3r2rYrGoUqkUyfQ/+9nPou4f0hcH88HJ6V9JoUuUFOPX6/X085//XJL0xhtvfEquQU426xTPjP524J+xAftl3XsOvGtfkX4Bq7hnBkxGOMyaxFtzAbTn/LJGiShZ8yMjvzgcx934kZFBUq3/DIPkp/PApKCdIaxxXRLGhIZ6DM3vWfDgMJxC5Cc5AYbCZEqKgef+tJUXhDlzUBL31ickAPLx8fEQceBYBgzw3NycXn755XDlq9WqyuVylGvi2YR3nkaH4h8x78XFhRYWFtTpdII0kAZEEOWEIGU4KKZcLoeBA+SfmZmJQ7+5B2W+P/roI21ubmpiYkLz8/NBUrRarcDYCLEwYIeHh9ra2tLt27e1v7+v09NT7e/vR7I/ixiQmDp9XtiA7I9cLhelqObm5tRoNOJEMpjZ8fFxPXv2LHAcZ1Rd88bi8VJHbuSYW2yKvigYD9T6LA4MA+ONdhE1wcjIiB4/fqx6va5/82/+jWZmZlQsFsPApVKpIYLMDS7GDYPpi/X8/Dw0kCcnJ2q1WkOZQh988IHef/993bt3T7lcTktLS1pYWNDs7Gwk41NFxEud+zuPj49/ijlGvXBycqL//J//syqVij744IPYVBxfxGig9+N93AawpjOZTBy+hNAYw8aaYsPxIp0Qcm6gvHKRF1HAsXEyk59zD37HZnV+fq4M1t6Fg1hf35nYsXx3gkrO5/NDAr3kZ/1gFgaYjuRFHEMhLh8ZGQksDKaF6rpSP1WH3RgD7EYXAykNsBLuxSTAMMOy8nuXozCovV4vmEnaS56v41a+QfB92GHAWS9lhAAX2Uc6nVapVArDTMZBs9mMrIPd3d3og/n5eaXTaS0uLkbbGo2GVldXh47D297e1uHhoT7/+c/HZEV4msvl1Ov1ho7qgzhAHDwxMaHnz58P9eXU1JSq1apWVlZUq9XCWHv5KcftGo1GzAcH6I+Pj3Xt2rV4PkYYASnPw+i5p8S/2YxpKx4CDDL9TY6mG0AWsrN4GJFWq6U//MM/jDmbzWaHIgWek0qlYgHTLq/mwfcxZmSa8FlJQ3j3xcWF3nzzTf3Tf/pP9c/+2T/TrVu3JPXF59lsVn/xF38RY3vt2rUhL9vv2e12I1NHGuBxUt+To11sno5vYcTAmCWpVqsNrRtJkTHDJkkbqH7jniIk4t7enp48eRL9WCqVogwUYwsRhXPDeyFxwZnhPfE4WZ8YwfSNGzceYAXZ8bCevrMykKR0EMqQnE7yM1bbQwBJoa1yhoVGck8MFt4OCx9vzOl+noU3xk7hBIqzxDB2JMezq+FREuZCzHiIQQey037ta1+LoxibzaYajUZ4Mr1eb+g4Rmev0LOlUqk4Oa3ZbGp+fj7KEuH1tdvtUI2jxSM8Pzk50fr6uorFoo6OjkKL5/ADoS6SFO55enqqra0tXbt2TSMjI1EVGBbZiSi8Pd4N1nRsbEwbGxvhjSwtLYVn5NWEaT+spHtQeAuEmLTDS1KlUikdHByEh+Wbjm8qsMH0q2e1+KJ2uQLeKAsckgspjodYP/jBD/Rf/st/0c7OTlSGxlMipGMe0n9czB8PhzEcnBTHZt1qtWLdOIFRqVT0/e9/X1NTU/rggw90/fr1gFBqtZok6cmTJ3HCGXOZOcO9iC7QLlarVf3Lf/kvhwpOYECIyjKZQc4wxTSc/UxGTtwbA8MagNVnA0JTCTMLTOPz3AsoMFdom0tS3J5gH3h/1nFmZmYmMBQmgNT38py+JRzodAbVTEkpcnyAieRsqtd189w5T/p3I0bnjY6OhjcAFujlngmH2aH5vld88I7AWGK4GRwMGm2gY/1iwnY6Hf3oRz/Sr/zKr0iSfvazn8UEBQNBAuD9SVJ+JpOJU854L96R73AA9unp6dD74qWi2ZL6TCaHDtPn2WxW3W43Trba39+Pn3Nu6Q9/+ENJfQZvfX09jD1j2+l0tLa2pufPnw9pq1qtlkZGRvTaa69JUuBKVB9GYiH1y7YTfkuDMwIwKs7GemFVacCer66uqtFoRB9hCN1jY755rUHXriWZOxa0s48sJB/HTqejZrOpb33rW0NMvWv8/MIb8tCOeezrC+fBVQc4Dmw69AHe7uHhoX7v935PUj9t7x//43+s5eVl3b59W1Kfuf7444+1uroafUiZdQwDc/rk5ETHx8f60Y9+NNR22umfRRbkHjTyFo5TlBTj0+v1olCFNHwkAz+j7/f29lSr1eKsYDZE7iMpPDyE1P58HC83ug6R0d+pVOqSdb28Lq/L65f/Sl+9evWBu9bshF4DjHAI15xdKZ1OB5BMiCRpqI48nhU7ubvwkgLodw0aLjKYEa4xIRUAMbgaYK8D5GjunGnFnYZYYAdzkSrtmp6eDs/Q25vJ9M8U+Bt/42/E7v3BBx/o4OAg2iUNsE5pAN4C4hMuk15F2hfpZBwgQ3jEe8BoO5Ei9Xd+1zeSpYH3Nzs7q3w+H4TH/Px8jEW5XFa9XteNGzckKYiVycnJIAwIe6i8QojS6/XicOTd3d0IP6S+twwhwbzo9XoB8DNmvB/zhXcFxwFKwJuX+p6Bl+s6OTmJKieEzv57Z109CweMh2dDRLin//Of/1zf/va3A5crFApDJ20B8zDWAOusJVfwM99deQCU0mw2Q3Egaci7pZ14Z2+//bbefPNNfelLXwo2f25uTrlcTq1WK4gmQkOgBES8iHb/+T//53r27NmQto/+pmwbXrqH/N1uNw44h9ijz53IgAig7aQrHh8fhxqBNY0qADY9qaIAKgKioI+8cAiea1IH2e12+4fjeCjkgHzS/cNogClQpQSFu8fjDtb6Q2mgM57ckxcAD4JI8NpgME0e/9OhDBiAMSCzF08ElxofH1exWAxDBh5DR/K3MzqOL9y5c0eHh4eRLkaJIHIuWbze8Rg3x5Lq9brS6X6J9KWlpWDDeG+MYCaTUaPRCOkOOGav19PMzMwQ20pJ8nK5HIYnlUrFoTnVajVO7RoZ6Zds2tjYiLQdqS9OBlMEbuBejsM6ZJDJZOJQZ0IaJi1jNzY2FnPL8zRhsZnYpBUm2VcWNfXO2IzAegn3CL8uLi7CeEGE+b18gcBq+yL7V//qX+nZs2dRGiqbzQY27UwrJImTeEkQngtjfnZ2pr29vcgIQmYDGO+4GQ4AY1Gr1fTzn/9ct27d0t7eXpRKA1dFrtRsNiOsdwnGe++9p+9///tRqsuZ2KWlpcBfHXJivZ6dnQXjDO5G38KuO4bKGPlBQvQPDpPnVY+NjQ21V1JghKwhbxu2BsfH5wvMbcbjWiampKGMAQYL5bIr5WE4XKvGPdywueWlExw74W92He7NZzmNCn0V7eJvnonkBO/DO8oLAkh9kBfNIFpADC0L3jMIWBSSAuP6xje+MXTGKu/iaVb0xfHxcRTg5D5UIl5ZWQmPDBC2Xq/HSfU8mwRqGNZWqxXnyZIpsLe3p9nZWa2urg49i83iypUrUR0ZRrJWq+knP/mJvvjFL0rq43ns7OBubGypVCoOVSHBGkCebIFms6nt7W2trq4OzalWqxUFGMHo6Af6jfHC6DCW9A3Gy7HWRqMRQLvPDe7LPHLj6h6TyxJ41ubmpv7yL/8yzsJgDMAdPRvIMWme5ViXf7/dbkdUwYZwcHAQGB3jdXJyEoZjdnZ2yPhQF+6b3/ymJOlXfuVX9Hf/7t/V+Ph4lENCY/fuu+8qnU7r2rVrkqSnT5/qxYsXun//fmTekHI5OTmpzc3NWAsYMIwb84i5DO7GWsYeOCGEsaFf2NQwdJQROzw8jDHk+z4fnImFgMQDlQY1JSUNlfXKZDLK4DYnB90L39HZyQsD4x4aDfAUss8STErDXiODy0tShNKlIITNXM6ocU8mIR4m7XZZAs90ZtZTZGCOnD53Svv4+FiPHz+W1Adhr1y5orfffjvacnJyEulOvgF4iIQHxrNoB+3C+2m32zHppH7dMgd7e71eeF8YH0qKb2xs6M6dO2FA2+22lpeXoyAm7WKx7e/v6+HDh5Kk58+f66tf/eqQJotCm4eHhyE1oD2aG5Y2AAAgAElEQVQcBM1GMjMzo1KppO3t7Rh/yBUiAhYOmxd9wXxAo+VhK1IovCIufzbzDCYTGIb+dvaXz5Ia2O12tbm5KUn65je/qdPT0yBamGd4cXyfUBtviUXKAmeeSYokdzfS9IF7K9KgVhvzmPmRzWZVKBR05cqV2Nzq9br+63/9r8rn82HoCFer1aomJycjXZC0wJdffjk2mx/84AfhvU9OTsbPp6amwha4M+Hr0H9Wr9djM+S9iLi8grMTLx7xPHnyJLxEaVA7z2GhVqsV8AoSHtqKsgN7EhuNLq/L6/K6vH7Jr/Srr776AC/us4SGkgIITKq+Jycno1S16++wpq5rIRTx+Jy/Ly4uoh4dVDIxO2GbNAg7wH0QLKPjI/zwyiG+8zjmKA0Skf134H5JLaHXsuM9CK+np6e1v7+vZrM5lD7DEYd4Tf7OYAvITgB3JUWmCB4gnuvW1pby+fyQQBZSZWJiIg7BOT4+1vb2tm7fvq1KpRJeDGFgoVAIiQs7JsfzTU9PBxGzsbERHsPp6akWFxdVq9Ui/Y0xwQv3Uj5jY2NqNBrK5XIh8fCqFp74jbyIPuf9IBqQH6CrQ+vGnGJcwFVdY4kH5mXxJQUeiO7RM37+xb/4F/rf//t/a3t7O9KdSPeijtro6GiEtI7TuSYVyAesyCUlaEdJc+MwKA6j4TMO4ZDCVywWtbKyouXl5cAKwegcz+MsW8aeUJF+Yd0WCgVVq1Xt7e19aj10Oh3lcrkgD5jPRG3JdeDHI/LuzCf6h/WEiJmzPtDogcFDUPAsl+gQ0fiapL+TFWdGRkaUwUVlgSZTNqQBXgfW4bgT7jlhn1ce4UH8jEVFjS0mPwtGGpwfgfHz8AKXlO/Mzs5GdgQGEYCYDnCVOZocj/tpF5NBUpAgsIQsDGfsCDk++eQTffGLX9Rbb70Viwij3263P8XCukBVGmA2ruonfKjX61pcXIz+WltbCxyDqhfU7fNwgeyJvb29obNVeR+yHqR+GMDZqZVKJUqhg0G9/fbbEQoBFB8eHsZ4Ly8vD20KjDnnU6C1ZLzGxsa0u7s7hIVBDjmOwz2oPMI9YIx9zjkB5licQye0izJXPj97vV4Y342NDb311lsx5wDcPRQiA8Db6uSab/BeJoy2sNb8Hhg2/z0kE+JZxmxhYUETExOampoK2MFT1vz9PGxmHvD/TqcTlWO+8IUvxGHnySQBdJisRcLFpKaWLBsOPfL+gIxIjg1jKSkq/uzu7gbcMj4+rqtXrw6Fs5TGd+PJ+yL2d9vT7Xb7mRFMYHZBl2hgGdnF+SK7MEnSNBKKnodgnMDIwMm8IZIiXgeX41Srer0ez+NFXPJBR/Ezdgo6BC+Q5zsD5zX+HUtxz5RBYKdIUtcwxLVaLRYBXqCXlMIbkAbEiwtVEUu6ohyBL0aAwczlcjo4OBhKbicX1o2wl8zinThIh3EEU+r1+gfkwPhNTU2pUCjo6OgoDDTnMRQKBS0sLMRBQXiMYIouLZEUzDcLgja7ep0sBs9IoF4ZchnmDWPJGPE9MlfcADEOPBNDQsRAX3Eexr/+1/9a7777ro6Pj4P88bJYbK7ueSIpYR66N+TiX96NqKPRaER+a71eV6VSGYp8qOKcSqU0Ozur+fl5TUxMaG5uTtevXx8SA7NZ0JeMra8N2uwyL+ZGLpdTt9vVs2fPhowjnpQz7Ui8SLGkzz1i4d1ZV+7Nks7p68LXjaeK0edEcdyTPkJ9QG6zzynf4DN8GUbH3UQ8DGf73KPzEJHLdzP3/BhsDBbGDavO9zCwhBtcUMcOirLwYf5oP8UiR0dHh+pl+eDyLHYl3HEmqGdtcPn7Oxv7/PlzLS4uBhnAuaT1en3ocxQXZZOgn5AAOEEhDdTqeNb1ej12YLysXq+n/f19FQqFYNBmZmaUzWZVrVbDqEl9jdza2pr29vaGwHVU+ZVKJVjTyclJ1Wo1raysxH2Xl5e1ubmpnZ0d3b9/P37mm5/ft9vtxtF4XGxCvuuyGVUqlfg93yfnlT4g1PO5xlgyTyUNbca+cIECnOFF8vKnf/qneuONN2JDymQyQ+ff0t/83z1CJyac6cd78WwLz9JwuIj5RlsxomNjYyqVStEuUgVhgHkH5qZ7iW5oMeo+t2m3JL322mva2NjQzs5OMKEu+3HCEWfBs0Mg7DCE9A3rhZzpcrkcJBtZH3x/ZGQkZF5SH67hXuvr63FPDLevfapUOwzHfdM3b958QJkdsAgWGFbRQ1GqkTi+Az6E18A5AUwE8DTvHCYyOBWxfafTr15yfHwcZZrcOLp345OUChnJ5zLxeB/ewzuDweDfyfelXV4WiMXnqSmlUkmzs7Mql8tDOjppwPa5GNUxpKDBfxGak2Q/Pj4e4s1cLqdKpRJasG63GzgGrCXeN9glucOEqzCf7Ijgh7VaLZitXq8XFUYODw+1srKibDYbfZzJZPTw4UO9ePFC4+PjUZnYwxUqvbC4U6nUkKg8GfbxznyWecEC5Z4YAsadscFzZVyJJNi0MCT0NeEnG+q3v/1tvf3223rx4kXAH2BwzHFCSL5LdIFEyOc6HqYbn06nE/goeCWQy8nJSWjqWHeEohyADfvL2R6su6RelX5yzAodGhGV4+UYPDaKjz76aOjoQDYNMLqzs7M405c1wYZGJEbfAsvgdBAx+LoCW2QTcLE38BOQEwkEsMH0gUtdknKfXq93ybpeXpfX5fXLf6U/97nPPZAGmJN7Ge75OIDJ5wuFgtLpdBw+kgTv2Tl81yVGJ1zl3866Xlz06+m78p12kTaUxB44ics9FUmfKRZ1MDmdTkd9OMIjB109DCCs9qoK3i/otdiRaRv96KdxsWOBNZ2fn8fORs09+rrZbEaoBfFA/5RKpfC+0GFxtgS7Mrv1wcGBisViHOzDzthoNFQsFmMnJiTqdrvKZrNqNBrBqM7Pz0f/TE1N6b333gtclOyBdDodXt7R0VGEf4QmZDHgJbnGCo8GzIkwCywGSMU1le6BOx4p6VNsLv0xOjoa4Pt3vvMd/dEf/ZG2t7eHDqYG82Q+01+eEcE8AZbhciyJNvV6/RLwECngdL1eL3BeIp5MJqNCoaCzszOtra2pUChofX09IglKWHl04xFKMgz2tQPxBoyC10l2xMTEhB4/fjwUdYGdEQG0220tLi7GuqXIKX/cw8dTc+iKe3vhCuYEax7Pj74aHx8fgjI8YuK5VEVxHW0mk+lXL2HQpQGu4MJFx+ycneSIPB90BsrZFCahG6zkhOCeMzMzgbE5TuiAtl/E+l7PHkPoWBptwahyT8I6Uk68XUxwnkNY6aGCh0TgnKSAefvdUMMAS4PDqoEMpH4IDJxA/TRJUXaJ8EDqny9RKpVUr9fjWQsLC5F36pjQ+vp6GDsHaguFQhwgg4i3XC5raWkpcDqpb4QqlYoWFhYCI6T801tvvaVXXnlFN2/elDQQB7NIpIFAvNfrxfkXjDnyAp6PsacCCtghRoKwnGcRxjp+7GGkY2Htdlv/63/9L/3pn/6ppD72OT4+rtnZ2chCkBQMM4tG0tBG5YaNe7txYXNn85KGD5jm85IC1CeslvqZO/fu3VM+nx86NN3rKPoFrOQbAGvRcUYnCZNi7rm5Od26dUt3796V1K9hWK1Wh5wYMjbK5fJQG6anp4Ps8vp7vB82guKz1Wp1yEYw3wlHGUfG2avwdDodFYvFT2UfkWzAe9GXmXw+r2azGS/hGREMOAuLRcOk4dzQpErd2UZpQKO7NZcGh2y4gTk6Oopn9Xq9oaKdMHE8a3S0f3ygdxYGA3CfHRo1f1J9DnPo3tv4+LgajYa63cEhG6SmOKjNRXv5LAuh2+0GBgP2gGFg4oN1OBOFLIVJ4ouX1Bt+Rx03FPxS30hxXihly5kolH9i0jMxVlZW9PDhw9CsYWzn5uaGyIhsNqvd3d0AhpeXlyMF69GjRyGFuX37dmAlTHA8vLGxsRhnxqzdbiuXyw3JClgsZDdIg3JMaCd5Bxaq5wnzHTBMqW+8fvKTn+jb3/52jA0sMfibk1WOyTEWeCDOHDq54kx9ctNnXrNAnZhg7Bkvl/VQfJX+wkPlcgNMH4BLo+d0uQ3t93ugUpifn48yXHt7e0ORnjQ4UIlq0IwB3p2X0HLvzovjZjIZLS0taX9/P9qLto+x4mccIoSDsrOzE0QNkQefBbtlzhKBpL/2ta89APCdnJxUo9EYSq6GgkfvhbvsdPvY2FgYPZJ9Aa2ZBAy4Twin+umETqef1IwbTwoMHorr9ZA9YPUxwgwMOxbuN7+HGmcH9d1eUoSYPum94xksvMYkGw1IenR0FOA6Gj6v/oJ77qGWNAi3RkZGwjAikSiXy0MhMrmzxWJR5XJZR0dHYvMi/5TjGKn7Rv9hoEg1gtGV+hvDxMSEDg8PI5EdYmhpaSnGtt1uK5vNRnhKH3300UdxBCZejqd9+buzOJAY4SEzJ5NCdaqUSIoxxXvEALK7IycCoH/y5Il+7/d+byjPlvQvyAXah5Fmw+WeRCAYWrw2/s/G73It5hftTaVSUQgVbSlSKpyB+fl5ra6uRgocEi4/o4K2wo5iVD2CYhMFFnIpGW11KAjjTj3DnZ2d2CxwVrAZrC8PTX0Tc+/TCRKMIdAS8wCIBuKENh0fH4foHsLSFRpsVowVaxho6JKMuLwur8vrl/7KYHHBQA4PD0My4bgCgLOHtg6Yu/raxZTScJjn7jpupivHod3xMlz1LGlIvAmh4Vo+T5L3agbSwFv0XZvdz4sWuOiQz7JjJYFnPAXXKRHqk1rD99nRCNmlgbaQsIF+4d7Hx8dDlSQome7VjPHa5ufnJfVr+oMn4u1I/TCE06QcfoBo4FAbSYH7ea1+MLxPPvlEa2trkvpl1CuViiYnJ5XP54ckJR9++KHGxsYC47ty5Uq8s58lQeaDe0WQLswthyuYH8w9PGjCGZ7P+PkZBP/+3//7qNWGR4TXJw10ftyDaMaV/Mwb126CPbqOzsM3LogzfudZEnhhwDVo5cC0mBeMretEPSTmwpt0Yoz++qzqPHiDFxcXYQ/u3r2rvb09PX36NDx+zv6oVCrxbkhsnHyTBmmWng3R6/Xi4G8/A4b1SQVkSVpZWYlIkHcDt97f3x9K9ieKBJeVFMRb+u/9vb/3gIUOm4huxTVrMBwwm9IgZcPTMwgfMEC4wslMC57JxCEsoiM4CYyFzEByn+TAOMNLex039FOhvB1chIlggUxmD1WTB33gcjuexr3oC7RXLDoWTTJk9dI1tVotclqdGQPjczyP3MjR0dFgYp0M8WyOyclJVSqVwG46nY6q1WqcWcHPKcxICheHWMNowbahSAczQyB9cXGh5eXlWKTb29tRDh2dJfONkJE+IqcSQ+SbGXo7T/PBMHiuKsaGjIWLiwt997vf1ePHj/WTn/wkDKKfRcG/mSsYOMaJBcXnJiYmhrI7qK7DnKIdtNlF8oDu5+fnUYZ/Z2cniDXWU6lU0urqqiYmJqLmo6sGWD+Ekz73cTSYv58l6qe9Se2oh77k+L548ULNZlPHx8fa3d1Vr9cbIhxwDIAwPMuB9UFfEUJ7OzHA4H9OZOFQgYXzNyQJ9QmZT7xvOp0OHDHDi2HBWSwOimJM2BnYNQGrHYdgMJxJBRdgZ3ZQlI53lbkDtMld108z4n7+grQTw0hb3TD6rsf/kbr4O4Bx8DkIBhcl00YnaRBQOoiOdwe2wMbA+3tO6thY/6xTKvwmyRovm5XP56M+l++iGBnOe5UUteDGx8djx5yfn4/6dbBpkuIzhUIhDmCZnp7W5OSkDg4O4p5ra2t6+vSppqentby8HJO/Xq9rfn5eIyMjwUZ3Oh09efJE9XpdS0tLQ6QXRUzdW3ephUcBbAoO4JPFwMXiGBkZ0RtvvKE/+ZM/iXlAgUqfZ8wJ/3nSU6ddYGLO6GM0XHKUFDH7PVwmI2nogKbl5WVJ/ZO9wL/BMaVBapTPObwpZ3g9YvHsI+YsRpyxcbYYz3pyclIvv/yyDg4O9OMf/zh+T1qeS6DYmMbGxsKeZDKZYK7pR9oDXs04zszMhLfraZypVF9sDq7a7fbPEjk7O9PHH38cuPPrr7+u5eXlSB2kD9LpdL8enTSgYWHukBLwsrxgKjWoKssNPbRgANlNfSLRqRgllxv4jsOO6y4soQ27vaTQjjHBpEFVinQ6PZRc7OGptwPG1UM0DAW/o030U5Kg8N2QfsIT9Xp2flAMKm68RsB/aSB7QWKSDC/GxsbiZ9TlcpKnXC5rbm5OtVpNhUIh3nt+fj5yK5nInGyFFs+rxWSzWW1vb+vaLwo2NpvNyLDgvfb29iK8YNx5h4uLC5XL5ZCcEIo3Gg09fvw43mFpaSm0mC4n4js+5u75MvEJqX0T5ufPnz/Xf/gP/yF+BhHlFxBHJpMZKnzJ4iRKYQwwGD7eeO8Od7h+1DdXPC1YdMamUqkMyUBGR0cDqnHIxj0xZ4PpH39/oiV3GpiXbvyICliPvunPzMzo9u3bwag/evQoCCHmPjm4FEmlsKtLUvgsHjzercNGyLxYH2NjY3GOMe86Pj4eWSTj4+NxWuA777wjacDe8v1MJqP0b/3Wbz2go3CHCV/ZiRkUOss1RePjg9O2wQG4OXo2RKDcn85mR3EXFyNRr9eHDsGlg5xWhyJnN8STYodHcIxBpX14P06vO+5Ge/xnvjN6Wgx/PFSnD927lQaFAcHCMObuDXB/oAJ2xLOzs/DGqGjBRKQvvTyNex6MDcJfvObz83MVi0Xt7OxoYWEhPAAXYpZKpchNvHbtWoTwjPnCwoK2traUTqcjZ1jq5yhS8qlWq0W4ks1mNTc3FxskWBcyA8919SiBizASgwcjyRh6v+zs7OgP/uAPtLGxEX1AyElYRg43/U/kAUSRNFaE3kmvwb19hNDJiIW1kMlkIvTHW2aTyOVyWlhYCGEy88S9Qu7LGDs2iCfMnJU0lPbF5WPtY57U0LKGMRylUkkbGxtR8cYhBDYJjwA/SzzvfUUk5al6MPBsXODHPtfpLwTvnU5He3t76vV6oTtkHlyyrpfX5XV5/X9xpX/913/9gYcM7h53u90Io3xHwQKzA7EzsiNguQEhCQvAKzyMTacHJaTZkY6OjnR2dqZ2ux3twksDD3SdkmN/xPQeVvAcdllPnHaRIcA03+XnYH3uTfj74RW4TtAxDzyXTqcTGCPiStrlBAOkh+OB6XQ6hL5ekQQQuFgsqtlshp6IHdBZ6fPzc+XzeZ2fn6tUKmlqakrPnz+Pckzo7Hq9XmQjtNttra2taW5uTltbW5FgjrfN9yYnJ1WtVsO7Igz2skyEswi5+YOotdvtH6rcaDTiDAgnU6RBaW8nlRhfSoQzT374wx/qz/7sz4ZCPzw61z/Sh0QcpAoyX9HZASPgdXqaGZCJQxsOx9BW6radnJwEkUQ4zSlYhUIhCml68j4APzBMkkxjPrq+k/bhUfFzSBIIDSe+wEYh3Zj/ZE7MzMzo6dOn8SwP24GdiNxIGUPXxjykPcnSWu614u0nw368ZuwOKoZWqxUpdhBpExMTfY3vb/zGbzxgwePmcWNu6EJGx9MymYyKxWKElHQIL8/CZbISUnnoS4eAaWHoADwbjUaAk91uNypw0BGwgGB1zpB5YT4fYP44UYGhZnAhP/isY24YM/rNsz5cHOqyGvp0bW1NrVZrSOLBIiO8495If8Bd6C/CK0lhjLrd/ulYXtUBoobJS3rd3NycNjY2VKvVAn8jBGLRIU6m+nG73VY+n9fY2Ji2t7cjz3l2djZq8ZEnmclktLm5qUKhEM/07JO5ublgfyEHwMdmZ2djYVer1Tg7xM8DwODQ32Cs3t/Pnj3TN7/5zZjXpDpisLxffV44K84aAMNjnL2eHuuAXGXH6ByTcuOHgWE+Ea5ls9lgg+lbLwflhTmZ1x6COlbOcx1KcWjEBfcewrphZAOhjxCGw3JXKpWhE8twioC+PCPEmVx+5gShs8RJNp6+AhIAp0aChBHlkKhKpaJUKqXd3V0Vi8X+UZW//du//YAOYrIzgfwwE38BXt71PXgNo6OjsUDpLE8h8wnj5Ab/poPK5XJghHicLGI6jEwJ0kscW8GLdJkInc0uhfQDAN5xQ75DXzDh0+l0eGXOyvZ6vcAYkG74wsNrODo60v379/XkyZOYjGgG0U2x4zGgMI9kCiDrYCNKTpZutxunRrlH5MYgl8spm81GLTw858XFxaEMGTIfwFWq1arW1tYibQ2dH/MFbwVSq9FoxILF68Gjw/Nn18YjS6fTarVakQ1wcXGhra0tVSqVoYrFbEowjfV6XRsbG9rf39e//bf/VgcHB4FxcW9pcOAK48LcxcsA+3PvibHHkLMhYCToH9aAkwPu7YPN8X/K0HN/SmHhyfna8k06iXuxOXL5BozBwpg5AZhUGPh3WKN8n3nN4Ut7e3s6PDyMZ2NQwUMd1/QojzHwdeGGlbb0er3I7WaNQ0yB4fm6RprUbrdVr9e1s7Oj+fn5PtHFYqcB3ICqE1KfiW2328GE8PLOBvqCZufy39MRLkWhcUnGVRoIg52hxTDwPDrWE4bduKCJY+DdPeezGDCXcTj4jVHHGHAf90r9XrwvEhD6gAkE4E7uYq1WCy/H3X362A/Cxl2/uLiIsdnd3dWNGzfi4GKp7zW22+3IVyVncnNzU7lcbigHmMOfj46OlM1m9dFHH0mSbt68GYU4vTrwwsKC9vf3hxjTXq9fuNWLApBo7zXo8IqBAWAcXdLhua5slmNjY1pdXY2+IfxxBvsP/uAPdHp6GpsWVS6Y37SXMXSSi8XJQvZCocwBHw8qs/hcY357cQYMhevZmDt45b7uIPC8eCnek68xD/3c2/c1JmnIy3N5B9/1nFJ3BvyzGCJpwIR3u10tLy/ri1/8YtiEer0eaxDjx2cRpENoECWi2fSxAe5gfaDNdEmUy42q1WpIncidrdVqsRa+973v9YkjXV6X1+V1ef2SX+nf/M3ffOC7jZMCyEckRZjiIRmlk6anp8MDwztyVxfVuDSoqCANRI4AkvyMcxuh3qVBZoODzoDzYG2EwdlsNkBLcC+XixDmEkY7ZpMERaWBdgoX3QWrFBTwpHzAXEIf2k9oubm5qbW1NeVyOe3u7kZfeViEh8jP2bH5GV4SVYfn5ubCi0aHRHoN4SsZE/V6PdpeKpXC8+I8WlJ8stlsZDF0Oh2trKxEKEo9NDBLPD+kJL1eL8roQC6BlREuc8IToQkeDVgaBJQTXPTD2NhY1JP7oz/6Iz179mwIoCccBNvDY8e7ASN1iRA4o89xJyykgWbPcWl+n9SLenYFHr3PL0gMD4Fd+M39/Z7clzXqEYdjmMxfn8eeAJ8kBj3KwtslJKTteMKQlGtra5qcnNRLL72kx48fRzI/qaI8k3fCyweqgLjAe5yZmQliDu8UbB6bkUqlwg6BCQKJQE5Ig8ig2Wxqc3NTGVdxcyMmnZ9dUCqVVK1WQ5cmKcIjxwdQ1zsY7xUKCCW4wNzcjfZMBwYKXANdGYucEIZQjA7kvm6A6FA0No4joAvi+TC4XI4heMjiDJ3nqIKbcLmoF6yL72OMwCTBaChfRDswXKOjo0P4JdUeaD8TnRAKoSdETrFYjN+xEWxuburGjRvxLIgHx9uoXlMsFuN8jFQqpeXl5WBLb9y4EeO6vb0dx/ExNtVqNUqms5Fh8JjkzBnYzs/CcB4/fqz//t//u6R+qMSxm1zgZOfn58H2+lj6HGNcjo6Oon8lBSnmmJ40YAS9RJFjWQ7FsIm74aQNnt3B+7ow1kNm34QdWklq69hMudyIeejKZz2jiHmTVAy4EfXrc5/7nG7fvi2pHzb+/u//fgiGHUoCl00aZTYch3fAO/msh9C0FeeIEBlxMuM4MzMTIXWj0VC5XB5mXdlxfBB5IJ+hqB2Thd0dTwI6F0/EWRt2E3Y4jB9Gjl0c5tWTn8/OzsJrwWN0dgtvB4tPhzKhnanCQwEkdmaLezmJ4aQD7+CDJg2kKEnWLcmE8VzwiZs3b2psbEwff/xxkAV4vTBOeHrIMDBOTugwmRmbbrdfC4/6c84Ajo+PR5/j+SwsLMR3yH44ODjQ8vJyFIXES0OgKQ3w216vp/n5+XhnAHy8Q3ZpMCxE0/Q9QL2XQSIrwufh6emp3n//ff3P//k/o12MMdgonpLLhOgjMDL608ebxc68xFg6S0gEwYaNZ4b3w+J0Rt49J8i9pPHlHSGkvB0eSfhaZS4m1xZzljnpQlsimiSRxrrCK3bi4+LiYsjQn5+fa2VlRSsrKxEB3LhxQy+99JJ++tOfBk7qtsTXK0bdSTQ3gBR8YH2C49Of4KgendG/RFuIupHzpH/jN37jAR1Mh7ILJCUlpI3gWblKnNCAUIOJ5GEqRsYNpxs+DAtyCbIjeBFcYPeUPosG95CUiTAzMxPeH4YZQ+G7LO+Py42R8rpm7MR83ul93zAIJZ22xxgz8Ol0Wrdu3dLbb78dqnSYQgZ5ampKIyMjoRfyUALQ3qt5sMnQdj6TTqeDuGGsTk9PA1yH6YPJHR0dHTpbd3l5Wbu7uzo9PY3DrgH9k7m99FGlUlGxWIxNr1wuR5hBH5De57IGr0+YyWRCZvKd73xH77777lCoh7GOdJ/0QH3v3oGHcSwa33z891Lfo3MmlfHCA2WcfRE7g8tY8w4san6H8UBBwJhgqJwUYF47LOLGOGkQPVJjLfhmDbmGl+SwlXt1yF8cNhkbG9PnP//5gC8Yg5WVFa2ururP//zPY13gsTnzDJlAZXDWuB+whYTIn+8GPjlv6FeIGrcH3W73koy4vC6vy+uX/0r/w3/4Dx840O6YGD9nV3ENEDslFTbARziHMul641qyY/AHfMM9MDRRhEBunbHcuNrQ9HyGBGYAeJ6Dm5x04/F2ICvYXT0cYDfDYyCc5B3ZeR3YBSDFW4D8kIaPUTw9PdVLL8Hi3tgAACAASURBVL2kqampqOABnpdKpeLfSQkO5YIIZwkF8RLA/fCe8N5yuVzIU4Aeer1+JWfEugDto6OjgX9J0vPnz0OXhIYKUSdSIHZXZAJUZel2uyFZKhQKarVaQ/2KYBpMK50e5M5+8MEH+h//43/ovffei1qJDty7d8fPXLYgDZ9S71GKNDgTlTnmHprPM8JTx9aY33hOXqjCvTnXjzJvmG/cC/KB5+PRk8vNesRjxPNOht60x7051pKvFff0aAvSE9rpshq8v9u3b6tUKg1Vc2YeLC0t6eTkRG+88Ua0G0EvnppXQvYso+Pj4zi2k7XiBA+2h7mG1CpJIjLWeJ/j4+PKgFd5nExnJXU3nLng1QYcJKRhydibDgYD8BDB61ZJA3YSl5Z70Jl+IDK6tCToT8oaL8o7AHa7Ww+jiauMkXelPu3ycMf7wIFoJmxSi+UhBrotqb95vPHGG5IGZwQQHrHouX+9Xg9D7UVROdyFz3nxUYTIUj+c9GontMsPvIZ4IPRbWVmJd2GxUypK6jPvtVot0rnAZyA9wEgkxTkWu7u7cTq7pCC4PL3q6OhIe3t7+ou/+AttbGwMjQ3PTRp/SCTvAxY7Y5M0cnyXMM4F5MwxB/RpR5KU8jnluCLf9xDRw103OtzT5xYhsmvp3Jg7WyoN1hN9RT8lsUY2B3ds+BzJAbSX9U/h1KWlpTBwzgaPjo5qfn5ev/Vbv6XvfOc7khSl/51NbrfbkSqXhKIId7mSv6P9iMQ/i1BBbSEpBNjpX/u1X3uAhUze3HcXBojdxCsqgO+xS3maDRYZAS3GwsFUBpLr/Pxc1Wo1ZAnO1rIQeMbExMQQsIuRTu54dADYEB3vZZQYdHYqby+TjgnJxEinrbhfZlC5AY83ifHxM8clWQx4f1/+8pdDAU5WApUswDzoE68EASWPAUcG4Glrk5OTQ4JXKkWAMVImp16va3FxMZ7jspf9/X3NzMx8yjMvl8vKZrMhI8Hjc8yx2+1GqtPh4WH0MQQCxVYfPXqk7373u6pUKpqeno4NCrySvnRsDA89ydTy+5GR4VPgWfyOo2I8nPFko2C8XMDNunCj51k6zL0kcebiYKRNSVEvmJMbScf5nCyjTzytywkq9+jw2JxU8/5y5hZsbWpqSnfv3lUul4tT25J2wiOcra0tXb9+XT/72c+G5ihrg+9QS9HJBhfe+/tiVPGUr1+/PlQtmugFEo95eXJyogwd4VYUJXlyx2KSMQHcG2MwPExlZ+IFnK3FAjMAfL9er39qV+LKZDJRPJJB8N2HyyvO4jWQHkJ7+D7P8QkMAIrh4vJSVfycgeIQG2lQiy35roQXvoth0M7OzoIJpcBht9svMOiykeXl5ciVlQbSCjxu2p9OpzU/Px+5rVJ/JyU09yKGeDGFQkG7u7uS+kcm4om5F5vNZrW0tDQU0uTzeVWrVc3OzsY4IiOZmJiIemG5XC4meTKV8OzsTM1mUz/60Y8k9cs8scAymUFRTQ9RPQOBBewSCBaYh/6ua2M+MA/YDLgHxsjnBvfBC2S8PXRNeiGU46JNwBwecvEevqAZG4yIl013Rl5SrAOPYhwugpFmzJjHvAMbu0dk/r5XrlyJE+L84CsP8TGe7XZbS0tLMebYAtayZznQR9LAG0b7SFtzudyQjYJ1ffr06dDpYMyr5BGhvV6vnwLGzsFAcDNviDOQLDyvxc/lxRe9s3hJJh9XOt0XAJOywW4Kq+tuqRsHOoy/PWThxT1FBkbR3X06VepPVj8DgJ2JfiAscq9KGqQvdTqdoSIB/mzaT1jtuAwTln6gv+ing4ODob5hxybMJb+UZHCpv0DRzlGBmHFDMExfcjYvtfpJvZmenla5XNbi4qI2NzclSbdu3Yr7+HFypPNMTU1FsVYW1YsXL+Isi/Hx/jGSHFNHHzSbTW1tbenNN98MAzw6Oho6Sf7PmCUrmhAG+VkIzGkPG+lD5qN7ai6/8SMTEaXzMypqs9hpE969pyf5/91zYi3hhTIPXO5BW5k7Hh2wkcKi8yzemzmL18QRk65Jcw/YP8vc9fC5WCxqZWVlaL25A8Bze71+Wt/Ozk7oPO/evRsFMT10RU0Ae8o44nVzjY6OBkzDexGhcDKZ25Pj42Plcrl4fkSYurwur8vr8volvzJJtTNupu+ELq70MIKY21kSDzk95udv3ykIF5K7g59kzj2oVwbDKA2qUIAB8lzYHg9P+LyTIV7KyNvpZY7wkpxB4j6SQpzoYDHhqGNIVApx8FkaFAvwPvRd2Ekhx5iSWRtnZ2dDGRAuvOb0po2NjWgj4ayXES8Wi+H9NZtNLSws6OzsLLIdICEgi/jZ+Xm/zt2LFy/ivIORkRHVajUVi8Xow2q1Gul5R0dH0d6f/vSnOjg4CMyR7+Ml4m0wZ/CGvDCB41ZcvFcynHR8i7HF4/FwkD6G3OIiRHS2lPu6Ps5xJyf7IJSS0AbfST6LcNqfk3y2NIBW3Es7Pj4eUhpwOSvLPV1HyjUyMqJr1659qgyW34er3W6rWq3q3Xffjb69du2aOp2OHj9+HN46JbMokOBzmcjI8TgE8n5Cm6SAS3gW3IF79njP4dP7C3OSVLJTMGpedaLT6QSbx/cZWAeDATt90hKikTbC5SV0HDdjMrqLz30dxPUTyZyp8dp3/IwQM3kEIeEM/cLz+QzPYEG6QcX1pwCmpCGGyMPnXq9f+tkXI0yyCzzpD5/wfJ938vxCQnWMsNQPY2u12lBFErJP1tbW1Gw2tbi4KEmR4uUyDcp2NZvNmB9gMuPj4yEcl6RKpdKvA2aGmmKIzWZTH330kba2tuIeiEp5N8JDyJok04+ERRqwwRBg0qCChhsTSVFJAyxKUpQEp6+TRsdZVzCwpKqAwqe8j9TfRCiBz+YNCwoe5QsarNrZc5QHjh3y7ySZhkSEOeu14pgX9K2Lcf1iHOiz1dVVlUqloZQ5Lp7Hs5rNph4+fKinT59GG6anp/Xqq6/q/PxcGxsbMQaODXOBcfpmwzPI06b94OKEsXwWPJa2ki8dGJ17YixeX/gYFYwDF5iAT3zPHKBhTGLfMXynwiD47ud5nui7er1eeJTuebpRhb1Knq3gk4aJ6P/3SQNmQufy/88Cgf2ZfBZvMslqOXjLz7nco/M0Hfcq5+bm4oAbScFe4iFI/dJNEEpO63c6HS0uLg71N3KRarU65Kky2dG20a5UKjWUV9vpdLS8vKyxsf4hJty3WCyGMdne3pbUx+v29/ej/bwD2KHLXmibV6v1+YER8TkIyeBzyzVyPAs5SxJwZ2N0MgLSxBd5t9sNo8/FcZHJvFba4dECHlbSc2OOueQjnU7HOSGey8tz8Gp9HmJUPaJwg+f5t97fGEnP7V1eXo484mSE5htQq9XSixcv9M4776jdbke7KKxw7dq1+Ozm5qZardYQ405/eQbK/6u/wE4nJiaGSkLh2TtrjCY2gzfkoD8TxzuGBeMMq1Pn7przx71EvCQnK7jY0Rko16NxebK1A7Au5PRJgwH0d+B3vvDxGPy9nHX1y0FkPFjXZ/kOz71dj0T/+UAiCvX2SwO9VrfbjfcFzJ+YmIidsN1uf2pwPV1te3t76D0ODw91584d7ezsSOofEHx+fq5yuRzaPSYIoap7igcHBwEj0D7yYq9fvx6J+ltbW+r1enr//ffjnj4GvmgxykQHPob0lxsfNhEPWZICYeQwGF7uy/99vDBcGFFfeC6b4KJdni/Mz9mMaRftpW0s5KT8BUPNM/1iw3TmmOc4awqb68aN6jMejjoB5uvD+xq4Ym5uLiI6+oX1fXFxEXOz0Wjo4cOHQVz93/bObbnNYmnDrViSLW9iB+8SwAGKgrMc5JQbpwougYNQBSljEjvBEKgYYxxHlmzZktaB1jN6pq31X0B+TRWVoEjfN5ue3rz99owzpKurq7Gzs1PdzHVwcFAgGq8ZB+zaqwXayWWBfO4DQegnz50nI+Zt3ubt/01rmtQYMQ3BqDqImMbt/D2fNWWLgZtpbpypKfb0HA47bOOYcL7DM+ASYRlcAoYVMx3BYYRL2uyu4/34XCyItLnqwpgILZe20QeHnxHTo3ywhPQBD8KhL+O5d+9ePHz4sFA5crKDccHDY17gEXH2G94n//7y5cvSrz///DNWVlZiPB7H6elp6cPe3l50u9148uRJvHr1KiIivvzyyzg9PY3l5eVyNM7Ozk4cHBxEp9OJb7/9trLwORQzAJ4TWHwP62zg3fQnqByZ4wm2NcsbM4XBVCl7AoSpxo3A54z78l1OLvG78NxcSYLMOZy1HNqrNIREX/mOPTXmy3iiP/OewUs03sxzfIo4vxuNJqddc2qvuYQ5dB0MBsVzOj4+jh9//LGsjeGAy8vL6lTtL774IlqtVuzv71fzOItj6TWloV84iQf5hnPJGXWsQb/fn5xHl4FO3Fdnuqh+cIjg33rB7GbzWS41s4CaC+Nbxr2QBuId5oJdsMFQUAzSYUQmZA6Hw3JIpLPMjDPjjGxQ6kgjomyODJa7zxFRKd2cNSOTav4Ta/D27dvSB2e/LRwoVuNuhFbOSINZuVxsNBqV49yd6Hn+/HksLi7GyclJEfrvv/8+VlZW4tmzZ2WMJmx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\" y=\"-103.612729\"/>\n",
       "   </g>\n",
       "   <g id=\"text_2\">\n",
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y=\"-143.78346\"/>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- 0.25x缩放 -->\n",
       "    <defs>\n",
       "     <path d=\"M 4.6875 3.90625 \n",
       "Q 5.078125 9.765625 10.15625 14.453125 \n",
       "Q 15.234375 19.140625 23.046875 29.09375 \n",
       "Q 30.859375 39.0625 33.203125 44.53125 \n",
       "Q 35.546875 50 34.953125 53.90625 \n",
       "Q 34.375 57.8125 31.25 60.34375 \n",
       "Q 28.125 62.890625 24.015625 62.5 \n",
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       "L 3.125 52.34375 \n",
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       "Q 26.5625 70.3125 29.6875 69.71875 \n",
       "Q 32.8125 69.140625 36.125 66.984375 \n",
       "Q 39.453125 64.84375 41.59375 60.546875 \n",
       "Q 43.75 56.25 43.15625 50.1875 \n",
       "Q 42.578125 44.140625 37.109375 35.734375 \n",
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       "L 44.140625 9.375 \n",
       "L 44.140625 2.34375 \n",
       "L 4.6875 2.34375 \n",
       "z\n",
       "\" id=\"SimHei-50\"/>\n",
       "    </defs>\n",
       "    <g transform=\"translate(504.17561 138.73468)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#SimHei-48\"/>\n",
       "     <use x=\"50\" xlink:href=\"#SimHei-46\"/>\n",
       "     <use x=\"100\" xlink:href=\"#SimHei-50\"/>\n",
       "     <use x=\"150\" xlink:href=\"#SimHei-53\"/>\n",
       "     <use x=\"200\" xlink:href=\"#SimHei-120\"/>\n",
       "     <use x=\"250\" xlink:href=\"#SimHei-32553\"/>\n",
       "     <use x=\"350\" xlink:href=\"#SimHei-25918\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p0e096a8a82\">\n",
       "   <rect height=\"313.02439\" width=\"313.02439\" x=\"7.2\" y=\"22.246875\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p13e3fe8d6b\">\n",
       "   <rect height=\"149.707317\" width=\"149.707317\" x=\"333.834146\" y=\"103.905412\"/>\n",
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       "   <rect height=\"68.04878\" width=\"68.04878\" x=\"497.15122\" y=\"144.73468\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(10, 10))\n",
    "#fig.suptitle('实验7')\n",
    "gs = GridSpec(1, 7)\n",
    "ax1 = fig.add_subplot(gs[0:, 0:4])\n",
    "ax2 = fig.add_subplot(gs[0:, 4:6])\n",
    "ax3 = fig.add_subplot(gs[0:, 6:7])\n",
    "ax1.imshow(img, cmap=\"gray\"), ax1.axis(\"off\"), ax1.set_title(\"原图\")\n",
    "ax2.imshow(half_img, cmap=\"gray\"), ax2.axis(\"off\"), ax2.set_title(\"0.5x缩放\")\n",
    "ax3.imshow(quarter_img, cmap=\"gray\"), ax3.axis(\"off\"), ax3.set_title(\"0.25x缩放\")\n",
    "myipf.calcMSEPSNR(img, zoomByInterpolation(half_img, xratio=2, yratio=2, method=\"neighbor\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 双线性插值法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "half_img = zoomByInterpolation(img, xratio=0.5, yratio=0.5, method=\"bilinear\");\n",
    "quarter_img = zoomByInterpolation(img, xratio=0.25, yratio=0.25, method=\"bilinear\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均方差： 33.476165771484375\n",
      "峰值信噪比： 32.88344651082079\n"
     ]
    }
   ],
   "source": [
    "ax1.imshow(img, cmap=\"gray\"), ax1.axis(\"off\"), ax1.set_title(\"原图\")\n",
    "ax2.imshow(half_img, cmap=\"gray\"), ax2.axis(\"off\"), ax2.set_title(\"0.5x缩放\")\n",
    "ax3.imshow(quarter_img, cmap=\"gray\"), ax3.axis(\"off\"), ax3.set_title(\"0.25x缩放\")\n",
    "fig.show()\n",
    "myipf.calcMSEPSNR(img, zoomByInterpolation(half_img, xratio=2, yratio=2, method=\"bilinear\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2x缩放比较"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "double_img1 = zoomByInterpolation(img, xratio=2, yratio=2, method=\"neighbor\");\n",
    "double_img2 = zoomByInterpolation(img, xratio=2, yratio=2, method=\"bilinear\");\n",
    "double_img3 = zoomByInterpolation(img, xratio=2, yratio=0.5, method=\"bilinear\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均方差： 0.0\n",
      "峰值信噪比： inf\n"
     ]
    },
    {
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       "   <g clip-path=\"url(#p63f78699c6)\">\n",
       "    <image height=\"232\" id=\"image8057ee911c\" transform=\"scale(1 -1)translate(0 -232)\" width=\"232\" x=\"7.2\" xlink:href=\"data:image/png;base64,\n",
       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\" y=\"-22.191997\"/>\n",
       "   </g>\n",
       "   <g id=\"text_3\">\n",
       "    <!-- 缩放(双线性) -->\n",
       "    <g transform=\"translate(495.17561 16.996875)scale(0.12 -0.12)\">\n",
       "     <use xlink:href=\"#SimHei-32553\"/>\n",
       "     <use x=\"100\" xlink:href=\"#SimHei-25918\"/>\n",
       "     <use x=\"200\" xlink:href=\"#SimHei-40\"/>\n",
       "     <use x=\"250\" xlink:href=\"#SimHei-21452\"/>\n",
       "     <use x=\"350\" xlink:href=\"#SimHei-32447\"/>\n",
       "     <use x=\"450\" xlink:href=\"#SimHei-24615\"/>\n",
       "     <use x=\"550\" xlink:href=\"#SimHei-41\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p63f78699c6\">\n",
       "   <rect height=\"231.365854\" width=\"231.365854\" x=\"7.2\" y=\"43.411509\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"p88ed9398b9\">\n",
       "   <rect height=\"231.365854\" width=\"231.365854\" x=\"252.17561\" y=\"43.411509\"/>\n",
       "  </clipPath>\n",
       "  <clipPath id=\"pd3c70702f3\">\n",
       "   <rect height=\"272.195122\" width=\"68.04878\" x=\"497.15122\" y=\"22.996875\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2 = plt.figure(figsize=(10, 10))\n",
    "ax1 = fig2.add_subplot(gs[0:, 0:3])\n",
    "ax2 = fig2.add_subplot(gs[0:, 3:6])\n",
    "ax3 = fig2.add_subplot(gs[0:, 6:7])\n",
    "ax1.imshow(double_img1, cmap=\"gray\"), ax1.axis(\"off\"), ax1.set_title(\"2x缩放(邻域)\")\n",
    "ax2.imshow(double_img2, cmap=\"gray\"), ax2.axis(\"off\"), ax2.set_title(\"2x缩放(双线性)\")\n",
    "ax3.imshow(double_img3, cmap=\"gray\"), ax3.axis(\"off\"), ax3.set_title(\"缩放(双线性)\")\n",
    "fig2.show()\n",
    "myipf.calcMSEPSNR(img, zoomByInterpolation(double_img1, xratio=0.5, yratio=0.5, method=\"neighbor\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> opencv测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2 as cv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "均方差： 31.636672973632812\n",
      "峰值信噪比： 33.128895556113505\n"
     ]
    }
   ],
   "source": [
    "half_img = cv.resize(img, (128, 128))\n",
    "temp_img = cv.resize(half_img, (256, 256))\n",
    "myipf.calcMSEPSNR(img, temp_img)"
   ]
  },
  {
   "cell_type": "code",
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